From b1297a24cc9ab596f4f0b3a45054ef2b8316f3c7 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 18 Feb 2016 02:56:03 -0500 Subject: [PATCH 01/16] changes to the file --- lab01_git/questions.md | 42 ++++++++++++++++++++---------------------- 1 file changed, 20 insertions(+), 22 deletions(-) diff --git a/lab01_git/questions.md b/lab01_git/questions.md index c9af08a..e82bc60 100644 --- a/lab01_git/questions.md +++ b/lab01_git/questions.md @@ -1,71 +1,69 @@ # Warmup Questions 1. What is the clone url of this repository? - > answer + > https://github.com/JaMartinez1423/lab_vision 2. What is the output of the ``cal`` command? - multi - line - answer + > Una matriz con los días y las fechas del presente mes. Esto mostrado en el promt de la terminal. # Homework Questions 1. What is the ``grep``command? - > answer + > Se utiliza para buscar palabras dentro de un archivo especificado como parámetro de entrada. 2. What is a *makefile*? - > answer + > Es un archivo en donde se especifica una serie de programas que deben ser compilados al ejecutar el comando make. 4. What does the ``-prune`` option of ``find`` do? Give an example - > answer + > Permite encontrar el parámetro de búsqueda sin tener que recorrer cada uno de los directorios. 5. Where is the ``grub.cfg`` file - > answer + > En la carpeta /boot/grub . 6. How many files with ``gnu`` in its name are in ``/usr/src`` - > answer + > 0 7. How many files contain the word ``gpl`` inside in ``/usr/src`` - > answer + > 0 8. What does the ``cut`` command do? - > answer + > Permite seleccionar la cantidad de caracteres que entra por parámetro. 9. What does the ``wget`` command do? - > answer + > Permite seguir links de internet. 9. What does the ``rsync`` command do? - > answer + > Por medio de un protocolo de transmisión de datos se envían las diferencias entre dos grupos de datos. 10. What does the ``diff`` command do? - > answer + > Este comando permite visualizar las diferencias (lineas añadidas o eliminadas) entre dos archivos. 10. What does the ``tail`` command do? - > answer + > Permite visualizar las ultimas lineas de un archivo. 10. What does the ``tail -f`` command do? - > answer + > Con el parámetro -f se permite monitorear el archivo especificado, mostrado las ultimas lineas cada vez que cambia el mismo. 10. What does the ``link`` command do? - > answer + > Permite enlazar dos archivos, generando cambios en uno cuando el otro es modificado. Esto se hace cambiando la dirección de almacenamiento de uno de los archivos. 11. How many users exist in the course server? - > answer + > 39 12. What command will produce a table of Users and Shells sorted by shell (tip: using ``cut`` and ``sort``) - > answer + > cat /etc/passwd | sort 13. What command will produce the number of users with shell ``/sbin/nologin`` (tip: using ``grep`` and ``wc``) - > answer + > cat /etc/passwd | grep '/sbin/nologin'| wc -l 15. Create a script for finding duplicate images based on their content (tip: hash or checksum) You may look in the internet for ideas, but please indicate the source of any code you use Save this script as ``find_duplicates.sh`` in this directory and commit your changes to github 16. What is the meaning of ``#! /bin/bash`` at the start of scripts? - > answer + > Este comienzo le permite saber a Unix con que programa debe ejecutarse el script. Por defecto utilizara bash, de lo contrario el programa especificado. 17. How many unique images are in the ``sipi_images`` database? - > answer + > 301 From 9e57d67252aa36286e37085ba4bb2db198aa1174 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 18 Feb 2016 03:16:44 -0500 Subject: [PATCH 02/16] changes to the file --- lab01_git/find_duplicates.sh | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 lab01_git/find_duplicates.sh diff --git a/lab01_git/find_duplicates.sh b/lab01_git/find_duplicates.sh new file mode 100644 index 0000000..4ce2a85 --- /dev/null +++ b/lab01_git/find_duplicates.sh @@ -0,0 +1,14 @@ +#!/bin/bash +declare -A arr +shopt -s globstar + +for file in **; do + [[ -f "$file" ]] || continue + + read cksm _ < <(md5sum "$file") + if ((arr[$cksm]++)); then + echo "rm $file" + fi +done + +#Extraido de: http://superuser.com/questions/386199/how-to-remove-duplicated-files-in-a-directory \ No newline at end of file From decddd50e435368387fdf755d6df61f0d8e165c5 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 18 Feb 2016 03:21:42 -0500 Subject: [PATCH 03/16] changes to the file --- lab01_git/find_duplicates.sh | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/lab01_git/find_duplicates.sh b/lab01_git/find_duplicates.sh index 4ce2a85..8218a01 100644 --- a/lab01_git/find_duplicates.sh +++ b/lab01_git/find_duplicates.sh @@ -1,12 +1,17 @@ #!/bin/bash + +# Declaracion de variables declare -A arr shopt -s globstar +# Ciclo for iterativo for file in **; do [[ -f "$file" ]] || continue + # Revisa el checksum de cada archivo read cksm _ < <(md5sum "$file") if ((arr[$cksm]++)); then + # Si los checksum son iguales imprime el nombre del archivo, es decir los archivos son el mismo. echo "rm $file" fi done From e5f913026b47472ce29fcbf0fada54ce33ff01da Mon Sep 17 00:00:00 2001 From: JaMartinez1423 Date: Thu, 18 Feb 2016 12:48:16 -0500 Subject: [PATCH 04/16] Create ImagenesHibridas.m --- lab3_hybrid/ImagenesHibridas.m | 50 ++++++++++++++++++++++++++++++++++ 1 file changed, 50 insertions(+) create mode 100644 lab3_hybrid/ImagenesHibridas.m diff --git a/lab3_hybrid/ImagenesHibridas.m b/lab3_hybrid/ImagenesHibridas.m new file mode 100644 index 0000000..b2f97be --- /dev/null +++ b/lab3_hybrid/ImagenesHibridas.m @@ -0,0 +1,50 @@ +function ImagenesHibridas + +close all + +A = imread('einstein.bmp'); +B = imread('marilyn.bmp'); + +kernel1 = fspecial('gaussian',[20 20],4); +kernel2 = fspecial('gaussian',[50 50],300); + +Af = imfilter(A,kernel1); +Bf = B - imfilter(B,kernel2); + +HI = Af + Bf; +HIC = vis_hybrid_image(HI); + +P = find(HIC(:,:,:)==1); + +figure +imshow(HI) + +figure +imshow(HIC) + +function output = vis_hybrid_image(hybrid_image) +%visualize a hybrid image by progressively downsampling the image and +%concatenating all of the images together. + +scales = 5; %how many downsampled versions to create +scale_factor = 0.5; %how much to downsample each time +padding = 5; %how many pixels to pad. + +original_height = size(hybrid_image,1); +num_colors = size(hybrid_image,3); %counting how many color channels the input has +output = hybrid_image; +cur_image = hybrid_image; + +for i = 2:scales + %add padding + output = cat(2, output, ones(original_height, padding, num_colors)); + + %dowsample image; + cur_image = imresize(cur_image, scale_factor, 'bilinear'); + %pad the top and append to the output + tmp = cat(1,ones(original_height - size(cur_image,1), size(cur_image,2), num_colors), cur_image); + output = cat(2, output, tmp); +end + + +%code by James Hays From 8d414513fabd92aa8516c1fcbda0b318de0d3c8c Mon Sep 17 00:00:00 2001 From: JaMartinez1423 Date: Thu, 18 Feb 2016 12:49:24 -0500 Subject: [PATCH 05/16] Update ImagenesHibridas.m --- lab3_hybrid/ImagenesHibridas.m | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/lab3_hybrid/ImagenesHibridas.m b/lab3_hybrid/ImagenesHibridas.m index b2f97be..cf391bb 100644 --- a/lab3_hybrid/ImagenesHibridas.m +++ b/lab3_hybrid/ImagenesHibridas.m @@ -22,6 +22,8 @@ figure imshow(HIC) + + function output = vis_hybrid_image(hybrid_image) %visualize a hybrid image by progressively downsampling the image and %concatenating all of the images together. @@ -46,5 +48,4 @@ output = cat(2, output, tmp); end - -%code by James Hays +%code by James Hays extracted from http://cs.brown.edu/courses/cs143/proj1/ From 874bbc6feb758d7bab2c6830901944c6b641a208 Mon Sep 17 00:00:00 2001 From: JaMartinez1423 Date: Thu, 25 Feb 2016 12:53:41 -0500 Subject: [PATCH 06/16] Create segment_by_clustering.m --- lab4_segmentation/segment_by_clustering.m | 46 +++++++++++++++++++++++ 1 file changed, 46 insertions(+) create mode 100644 lab4_segmentation/segment_by_clustering.m diff --git a/lab4_segmentation/segment_by_clustering.m b/lab4_segmentation/segment_by_clustering.m new file mode 100644 index 0000000..a5729f8 --- /dev/null +++ b/lab4_segmentation/segment_by_clustering.m @@ -0,0 +1,46 @@ +function my_segmentation = segment_by_clustering(I,FS,CM,NC) + +% Inputs: +% I : Imagen de entrada en espacio de color RGB +% FS : Feature space +% CM : Clustering method +% NC : Number of clusters + +% Outputs: +% my_segmentation + +temp = 0; + +if(strcmp(FS,'lab')) + I = rgb2lab(I); +elseif(strcmp(FS,'hsv')) + I = rgb2hsv(I); +elseif(strcmp(FS,'rgb+xy')) + temp = 1; +elseif(strcmp(FS,'lab+xy')) + I = rgb2lab(I); + temp = 1; +elseif(strcmp(FS,'hsv+xy')) + I = rgb2hsv(I); + temp = 1; +end + +if(temp == 0) + DI = [reshape(I(:,:,1),[1 numel(I)]),reshape(I(:,:,2),[1 numel(I)]),reshape(I(:,:,3),[1 numel(I)])]; +else + x = repmat((1:size(I,1))',[size(I,2),1]); + for i=1:numel(I) + y(i,1) = temp; + if(mod(temp,size(I,1))==0) + temp = temp+1; + end + end + + DI = [reshape(I(:,:,1),[1 numel(I)]),reshape(I(:,:,2),[1 numel(I)]),reshape(I(:,:,3),[1 numel(I)]),x,y]; +end + +if(strcmp(CM,'kmeans')) + +end + +end From 0bed6fe5d7790a99be0fea1a3062f3c67790b85f Mon Sep 17 00:00:00 2001 From: JaMartinez1423 Date: Tue, 1 Mar 2016 13:00:33 -0500 Subject: [PATCH 07/16] Update ImagenesHibridas.m --- lab3_hybrid/ImagenesHibridas.m | 70 +++++++++++++++++++++++++++------- 1 file changed, 57 insertions(+), 13 deletions(-) diff --git a/lab3_hybrid/ImagenesHibridas.m b/lab3_hybrid/ImagenesHibridas.m index cf391bb..c9340b5 100644 --- a/lab3_hybrid/ImagenesHibridas.m +++ b/lab3_hybrid/ImagenesHibridas.m @@ -1,51 +1,95 @@ function ImagenesHibridas - +%function ImagenesHibridas(Image1,Image2) +%Image1 and Image2 are the complete name of the images that are going to be +%mixed. close all -A = imread('einstein.bmp'); -B = imread('marilyn.bmp'); +Image1 = 'einstein.bmp'; +Image2 = 'marilyn.bmp'; +A = imread(Image1); +B = imread(Image2); +% The command imread generates a numeric matrix with the value of each +% channel (R,G,B) of the image. kernel1 = fspecial('gaussian',[20 20],4); kernel2 = fspecial('gaussian',[50 50],300); +% The command fspecial generates a matrix filter with parameters such as, +% the type of the filter, the size of the filter and in this case the +% variance of the gaussian filter. This two filter are high pass filters. +% The parameters specify inside, determines the cut off frecuency. Af = imfilter(A,kernel1); Bf = B - imfilter(B,kernel2); +%The command imfilter applies the generate filter with fspecial to the +%image. Like the gaussian filter is a high pass filter, in order to obtein +%a low pass filter it must substract the low frecuency to the original +%image in order to obtein only the high frecuency. HI = Af + Bf; -HIC = vis_hybrid_image(HI); - -P = find(HIC(:,:,:)==1); +% In order to obtein the mixed image, it was requeried to sum the two +% filtered images. +HIC = vis_hybrid_image(HI,[255 255 255]); +% With the function vis_hybrid_image, it could be visualized the piramid. I +% modify this function in order to have another optional parameter, the +% background color of the piramid. figure imshow(HI) - +title([Image1 ' and ' Image2]) figure imshow(HIC) +title(['Piramid visualization of ' Image1 ' and ' Image2]) +% These finals command allow us to visualized the results. +end - - -function output = vis_hybrid_image(hybrid_image) +function output = vis_hybrid_image(hybrid_image,BackGround_Color) %visualize a hybrid image by progressively downsampling the image and %concatenating all of the images together. +% BackGround_color specify the background color of the piramid +% representation. This variable must be a vector of three components, each +% one for each of the RGB channels. +if(nargin == 1) + BackGround_Color = [1 1 1]; +end + +if(size(BackGround_Color,1)~=1 && size(BackGround_Color,2)~=3) + BackGround_Color = [1 1 1]; +elseif(max(BackGround_Color)>255 && min(BackGround_Color)<0) + BackGround_Color = [1 1 1]; +end + scales = 5; %how many downsampled versions to create scale_factor = 0.5; %how much to downsample each time padding = 5; %how many pixels to pad. - original_height = size(hybrid_image,1); num_colors = size(hybrid_image,3); %counting how many color channels the input has output = hybrid_image; cur_image = hybrid_image; + for i = 2:scales %add padding output = cat(2, output, ones(original_height, padding, num_colors)); - %dowsample image; cur_image = imresize(cur_image, scale_factor, 'bilinear'); %pad the top and append to the output tmp = cat(1,ones(original_height - size(cur_image,1), size(cur_image,2), num_colors), cur_image); - output = cat(2, output, tmp); + output = cat(2, output, tmp); end +BackGround_Color = uint8(BackGround_Color); + +A = output(:,:,1); +A(A == 1) = BackGround_Color(1); +B = output(:,:,2); +B(B == 1) = BackGround_Color(2); +C = output(:,:,3); +C(C == 1) = BackGround_Color(3); + + +output(:,:,1) = A; +output(:,:,2) = B; +output(:,:,3) = C; %code by James Hays extracted from http://cs.brown.edu/courses/cs143/proj1/ +end From 69c69302e4346052316c0ae9dd8ae921c5db1c84 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Wed, 2 Mar 2016 23:18:51 -0500 Subject: [PATCH 08/16] IMG_0537.JPG --- lab3_hybrid/IMG_0537.JPG | Bin 0 -> 1422877 bytes lab3_hybrid/IMG_0538.JPG | Bin 0 -> 1104674 bytes lab3_hybrid/IMG_0538copy.jpg | Bin 0 -> 904783 bytes lab3_hybrid/ImagenHibridaPropia.jpg | Bin 0 -> 40606 bytes lab3_hybrid/ImagenesHibridas.m | 50 ++++++++++++++-------------- lab3_hybrid/Piramide.jpg | Bin 0 -> 41372 bytes 6 files changed, 25 insertions(+), 25 deletions(-) create mode 100644 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output, ones(original_height, padding, num_colors)); @@ -77,19 +77,19 @@ tmp = cat(1,ones(original_height - size(cur_image,1), size(cur_image,2), num_colors), cur_image); output = cat(2, output, tmp); end - + BackGround_Color = uint8(BackGround_Color); - + A = output(:,:,1); A(A == 1) = BackGround_Color(1); B = output(:,:,2); B(B == 1) = BackGround_Color(2); C = output(:,:,3); C(C == 1) = BackGround_Color(3); - - + + output(:,:,1) = A; output(:,:,2) = B; output(:,:,3) = C; %code by James Hays extracted from http://cs.brown.edu/courses/cs143/proj1/ -end +end \ No newline at end of file diff --git a/lab3_hybrid/Piramide.jpg b/lab3_hybrid/Piramide.jpg new file mode 100644 index 0000000000000000000000000000000000000000..f947af2a207706e7cf4ef83e8c17330a607e793a GIT binary patch literal 41372 zcmdSB1yr2dvM$=VLvRUB;}YE6-Q5y`HX7W6Bv=R6q#;0Xcb6c+HMqM45AJX~YpuQa zTI;-b$9ZSGJ?_4p@n;Ms^RKFJ&Z_E~RkL`SeOd)PQ+LRJRAZ7JUn!^KlJwicx(h5Dh>%m 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z@~fxcG|l%btgeO(+zj}nXy$;&nYGsFSk)>8dFJ0U*c94-{JeOT9_8M-Yw4J^<(LQ3 z;O4|8Drw|P3ROj0je>4kFyK+G<;5&~nIhuLx1bp;xZvzkSs44X`<`}t-YX=DZQie3 zjqI$U4mV1f+FQey=CVUpHC_~z#-4R)HvbKE$Mjz~#V`Edod39z(0@Mt=hd11EuV^h GAN&h(Czi4R literal 0 HcmV?d00001 From 8b12ed3def626fef74c31d341152fab90e07b1c1 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Wed, 2 Mar 2016 23:54:57 -0500 Subject: [PATCH 09/16] respuestas.md --- lab3_hybrid/respuestas.md | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 lab3_hybrid/respuestas.md diff --git a/lab3_hybrid/respuestas.md b/lab3_hybrid/respuestas.md new file mode 100644 index 0000000..e53f0e1 --- /dev/null +++ b/lab3_hybrid/respuestas.md @@ -0,0 +1,7 @@ +# Descripcion de las imagenes + +In this lab we use the image IMG_0538.JPG and the image IMG_0538copy.jpg, wich are the final two images that I modified in order to obtein the hibrid image. + +## Images + +![Mama](IMG_0537.JPG) \ No newline at end of file From 89cb9f6a5a8a760c0f4a4928593516fadc17f4ab Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 3 Mar 2016 00:00:37 -0500 Subject: [PATCH 10/16] respuestas.md --- lab3_hybrid/respuestas.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/lab3_hybrid/respuestas.md b/lab3_hybrid/respuestas.md index e53f0e1..96cfe4c 100644 --- a/lab3_hybrid/respuestas.md +++ b/lab3_hybrid/respuestas.md @@ -4,4 +4,14 @@ In this lab we use the image IMG_0538.JPG and the image IMG_0538copy.jpg, wich a ## Images -![Mama](IMG_0537.JPG) \ No newline at end of file +![Mama](IMG_0537.JPG) + +The picture above is the original image of my mother. It was taken in my house. + +![Hermana](IMG_0538.JPG) + +The past picture is the original image of my sister. It was taken in my house. This picture was not modified in order to obtein the hibrid image; it was used as it was shown above. + +![MamaMofificada](IMG_0538copy.JPG) + +The picture above is the modified picture of my mother used in order to obtein the final ibrid image. \ No newline at end of file From 057ba35afe2a8391ded82005e670e567b477e038 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 3 Mar 2016 00:07:01 -0500 Subject: [PATCH 11/16] respuestas.md --- lab3_hybrid/respuestas.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/lab3_hybrid/respuestas.md b/lab3_hybrid/respuestas.md index 96cfe4c..a20f695 100644 --- a/lab3_hybrid/respuestas.md +++ b/lab3_hybrid/respuestas.md @@ -12,6 +12,10 @@ The picture above is the original image of my mother. It was taken in my house. The past picture is the original image of my sister. It was taken in my house. This picture was not modified in order to obtein the hibrid image; it was used as it was shown above. -![MamaMofificada](IMG_0538copy.JPG) +![MamaMofificada](IMG_0538copy.jpg) -The picture above is the modified picture of my mother used in order to obtein the final ibrid image. \ No newline at end of file +The picture above is the modified picture of my mother used in order to obtein the final hibrid image. + +![MamaMofificada](ImagenHibridaPropia.jpg) + +The past picture was the hibrid result obtein after execute the next command on MATLAB: ``ImagenesHibridas('IMG_0538.JPG','IMG_0538 copy.jpg')``. \ No newline at end of file From c7a7838b0cae433812c192ce1dec807c57b1569e Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 3 Mar 2016 00:11:58 -0500 Subject: [PATCH 12/16] respuestas.md --- lab3_hybrid/respuestas.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/lab3_hybrid/respuestas.md b/lab3_hybrid/respuestas.md index a20f695..0700c3d 100644 --- a/lab3_hybrid/respuestas.md +++ b/lab3_hybrid/respuestas.md @@ -14,8 +14,12 @@ The past picture is the original image of my sister. It was taken in my house. T ![MamaMofificada](IMG_0538copy.jpg) -The picture above is the modified picture of my mother used in order to obtein the final hibrid image. +The picture above is the modified picture of my mother used in order to obtein the final hibrid image. It was shiffted to the left in comparison with the original. ![MamaMofificada](ImagenHibridaPropia.jpg) -The past picture was the hibrid result obtein after execute the next command on MATLAB: ``ImagenesHibridas('IMG_0538.JPG','IMG_0538 copy.jpg')``. \ No newline at end of file +The past picture was the hibrid result obtein after execute the next command on MATLAB: ``ImagenesHibridas('IMG_0538.JPG','IMG_0538 copy.jpg')``. + +![Piramide](Piramide.jpg) + +The previous picture was the piramid representation of the hibird image obtein. In the high frecuency region it is observed my mother and in the low frecuency region it is observed my sister. \ No newline at end of file From 395e2c4a57993150267e0aaeaca7fbe60f816c40 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 3 Mar 2016 00:14:10 -0500 Subject: [PATCH 13/16] respuestas.md --- lab3_hybrid/respuestas.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/lab3_hybrid/respuestas.md b/lab3_hybrid/respuestas.md index 0700c3d..8719114 100644 --- a/lab3_hybrid/respuestas.md +++ b/lab3_hybrid/respuestas.md @@ -22,4 +22,5 @@ The past picture was the hibrid result obtein after execute the next command on ![Piramide](Piramide.jpg) -The previous picture was the piramid representation of the hibird image obtein. In the high frecuency region it is observed my mother and in the low frecuency region it is observed my sister. \ No newline at end of file +The previous picture was the piramid representation of the hibird image obtein. In the high frecuency region it is observed my mother and in the low frecuency region it is observed my sister. +Because of the size of the images matlab rotate 90 degrees all the images in order to visualize them. \ No newline at end of file From fedcb09f1a1717552bbe85c4c0fc2ed08362c9a8 Mon Sep 17 00:00:00 2001 From: JaMartinez1423 Date: Wed, 16 Mar 2016 04:45:49 -0500 Subject: [PATCH 14/16] =?UTF-8?q?Create=20segmentaci=C3=B3n.m?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- "lab5_bsds/segmentaci\303\263n.m" | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 "lab5_bsds/segmentaci\303\263n.m" diff --git "a/lab5_bsds/segmentaci\303\263n.m" "b/lab5_bsds/segmentaci\303\263n.m" new file mode 100644 index 0000000..6f0c721 --- /dev/null +++ "b/lab5_bsds/segmentaci\303\263n.m" @@ -0,0 +1,23 @@ +function segmentation(ImagesDir,numCluster) + +addpath(genpath(cd)); +Images = dir(fullfile(cd,ImagesDir,'*.jpg')); +mkdir(fullfile(cd,'BSDS500','data','images'),'Seg'); +addpath(genpath(cd)); +oldDir = cd(fullfile(cd,'BSDS500','data','images','Seg')); + +for i=1:length(Images) + + CellTemp = cell(1,length(numCluster)); + + for j=1:length(numCluster) + Temp = segment_by_clustering(imread(Images(i).name),'rgb','kmeans',numCluster(j)); + CellTemp{1,j} = Temp; + end + name = strcat(Images(i).name(1:end-3),'mat'); + save(name,'CellTemp'); + + clear CellTemp; +end + +end From 98475312037c752274c44628fe9c32450f8d2351 Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 7 Apr 2016 12:37:50 -0500 Subject: [PATCH 15/16] lab7PHOW entrega --- lab7_PHOW/ExperimentosDeValidacion.m | 77 ++++++ lab7_PHOW/Laboratorio_Visi_n.pdf | Bin 0 -> 368297 bytes lab7_PHOW/phow_imagenet_smallValidation.m | 305 ++++++++++++++++++++++ 3 files changed, 382 insertions(+) create mode 100644 lab7_PHOW/ExperimentosDeValidacion.m create mode 100644 lab7_PHOW/Laboratorio_Visi_n.pdf create mode 100644 lab7_PHOW/phow_imagenet_smallValidation.m diff --git a/lab7_PHOW/ExperimentosDeValidacion.m b/lab7_PHOW/ExperimentosDeValidacion.m new file mode 100644 index 0000000..d0b02d8 --- /dev/null +++ b/lab7_PHOW/ExperimentosDeValidacion.m @@ -0,0 +1,77 @@ +clc +clear all +close all + +%nTrain = [50,60,70,80]; +nTrain = 50; +nClass = [5,50,100,200]; +nWords = [300,400,500,600]; +nSpatial = {2,4,8,[2,4],[2,4,8]}; +C = [10,100,1000,10000]; +pHowO = [0,1]; + +counter = 1; + +for p=1:length(nClass) + for s=1:length(nWords) + for t=1:length(nSpatial) + for c=1:length(C) + for q=1:length(pHowO) + close all + temp = nSpatial{t}; + + tic; + ac(counter)=phow_imagenet_smallValidation(nTrain,nClass(p),nWords(s),... + temp,C(c),pHowO(q)); + VecTiempo(counter)=toc; + + counter = counter + 1; + + clc + p + s + t + c + q + + if(length(temp)==1) + Name = strcat('Validation_',num2str(nTrain),'_',... + num2str(nClass(p)),'_',num2str(nWords(s)),'_',... + '[',num2str(temp),']_',num2str(C(c)),'_',... + num2str(pHowO(q)),'_C',num2str(counter-1)); + elseif(length(temp)==2) + Name = strcat('Validation_',num2str(nTrain),'_',... + num2str(nClass(p)),'_',num2str(nWords(s)),'_',... + '[',num2str(temp(1)),'_',num2str(temp(2)),']_',... + num2str(C(c)),'_',num2str(pHowO(q)),'_C',num2str(counter-1)); + else + Name = strcat('Validation_',num2str(nTrain),'_',... + num2str(nClass(p)),'_',num2str(nWords(s)),'_',... + '[',num2str(temp(1)),'_',num2str(temp(2)),'_',... + num2str(temp(3)),']_',num2str(C(c)),'_',... + num2str(pHowO(q)),'_C',num2str(counter-1)); + end + + mkdir(fullfile(cd,'imagenet_small'),Name); + + Datos = [dir(fullfile(cd,'imagenet_small','*.mat')) ;... + dir(fullfile(cd,'imagenet_small','*.ps'))]; + + OldDir = cd('imagenet_small'); + + for i=1:length(Datos) + movefile(Datos(i).name,Name); + end + + cd(OldDir); + + + end + end + end + end +end + +OldDir = cd('imagenet_small'); +save('Performance','VecTiempo','ac'); +cd(OldDir); \ No newline at end of file diff --git a/lab7_PHOW/Laboratorio_Visi_n.pdf b/lab7_PHOW/Laboratorio_Visi_n.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4ddb98a8c4a02890caf7119293f3794cf8043bc8 GIT binary patch literal 368297 zcmbT6b95z5_wP?8&IA)pjG5TBCU!EhZQHhO+qP}n&WUZ~=6Ub?{_b7t-nB0FA7^#< z-c_f*wY#hPQ&mKN1%#;RsF`4hrsoHiVc76#@vU@CVK_NqXe10QjqHu_8R+Qg@&9Eo zG(slk_6D~2G(zS&_67n5dRF=dFx=cQcJ{UgIub17E-0w$MBWiPMLN?cV%_RIF1vyZb|YkUaEI#0sq1vWC@v*14Q&R;+<8!`Xs!p(!*t4R4v0heP*Wtq z*67waGL$h_1a)H3&EKN4KH(zFa0X3UnHgXrCXfcZ_wZDVf-f15M*+!vjCE-b?p(*Ij${ARpmxYlSKF#9OLj11( z0>LGa(p}pLDP@xIM@gFpF3e3BhcCqT*z51J;^IOCyO>P2lXWoFiOO*hZb{W)7TwKH zyRgO6tQec@Ntc@Q%!HMfy1zNJnOpqD`>qQ5IinY}rjg#?^WFmujLmT%kS+_Y0WjQi z*0N?Hll|btN=p|6W1lTugy7lS0l)BSeogJdD{K^KM}Mkw>t=@6Tz{`#kg@)}8F1pv z{yor7iTBp+alPKsg9G7I(-5pvclDtoO|`56dCsg@YWxq^(4lU-eqM=*l| z6j=n^slYNmpUl?Uan;f<<<8#)PX88b%zfS11`aarD|$5#gJqwSI%P0Z{EE{86Dduz0t-j0@v__1JcJ-(rd9!!(6naD&2h zH)FH3%e7rrHRe}czYZ!D68~0nYF5jLPH_aMJ5eWg z`3C;Ekw7q4-bY@10tvPWxzvYpfjOFcJyuKT&FaA4;R;5Nzs?4F&7y|NC_>@cF>Xfl zgOaH5F;W^*UoBiti%}dmIzK|WgjYeiWT`)LI9i_`XB+xKP%rsyJ0X9WBcl>7WY3pD~++zkVDba zz=w7b1}#shn%NxdDPfU^hqYZ$(|wNONO_C#{PoCE6V7G+s(FKfBK-j>X`dl@IPG;d zt%X-YLHUp)^%NjfqBYLM1y+TFWyK1I#k_VySrX9tH*6$b2D0}J@xs)9Q{B&6;vrS1 zm8`T6dpc%+=s2k*6GHhs|Q;o_C&9n5Ts%+FeJ2a&6C1?wt@YxU6% z?SNDOO-Ct$c{7&}EL#$8crI*vMtghC$)IdeD<4VWZ--iX>y$yl99VKu;E~GDWB+v- zPoy}F;^rRqBdWqbN0^!92;VI*5flbrq-le*q7{>SVW0IA_xw z$rFWS#rRVE>~YDkZg|6D-bYDm+CwYYvXPP?$(uLRZKRRpOYm9Hv|H_-0fq&(Gq-cg z_n_l)>m!X83+^a_v;h-;@lFemo`Fa!-`Q~J5j=Aix+67ChGO&~NHlrb;`S-AF)v9c zM3C_mX~4bl!lr*DqiP(Y55<=o?Lpd;mVaCXKD=wIovsmn}$sCdE))4Lx-<`+v;F5=SLJshqKzlcFYQ8W6PDi zTw{F9g-pde)RY!1e3zbekg6p7JS}rk2lG7|?J#jRJD&cSSm)+X6>YVbKyWsk$Lk*J$STXJF_ zt}IoyA$MpT(j1L9xSZkE6NwC(`Bogv`|{Ra;8(byt#4AocLVZz@@tX}@lx?JYl$>3 z#q}Ea2qq(!xrBN;@2lti1Wz1RD5-=hct8V9F~x32ww`B}8U$YF?@669-q_y|gn!AQ zj+?vjI}u;sb#L{Pd9B-X7yHf5*))Y!S2sm%c};mun74XVRn{g`3FL5FOHd76!-+`1 zn%fpq0U$VpbJdg3b

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The classifier uses PHOW +% features (dense SIFT), spatial histograms of visual words, and a +% Chi2 SVM. To speedup computation it uses VLFeat fast dense SIFT, +% kd-trees, and homogeneous kernel map. The program also +% demonstrates VLFeat PEGASOS SVM solver, although for this small +% dataset other solvers such as LIBLINEAR can be more efficient. +% +% By default 15 training images are used, which should result in +% about 64% performance (a good performance considering that only a +% single feature type is being used). +% +% Call PHOW_CALTECH101 to train and test a classifier on a small +% subset of the Caltech-101 data. Note that the program +% automatically downloads a copy of the Caltech-101 data from the +% Internet if it cannot find a local copy. +% +% Edit the PHOW_CALTECH101 file to change the program configuration. +% +% To run on the entire dataset change CONF.TINYPROBLEM to FALSE. +% +% The Caltech-101 data is saved into CONF.CALDIR, which defaults to +% 'data/caltech-101'. Change this path to the desired location, for +% instance to point to an existing copy of the Caltech-101 data. +% +% The program can also be used to train a model on custom data by +% pointing CONF.CALDIR to it. Just create a subdirectory for each +% class and put the training images there. Make sure to adjust +% CONF.NUMTRAIN accordingly. +% +% Intermediate files are stored in the directory CONF.DATADIR. All +% such files begin with the prefix CONF.PREFIX, which can be changed +% to test different parameter settings without overriding previous +% results. +% +% The program saves the trained model in +% /-model.mat. This model can be used to +% test novel images independently of the Caltech data. +% +% load('data/baseline-model.mat') ; # change to the model path +% label = model.classify(model, im) ; +% + +% Author: Andrea Vedaldi + +% Copyright (C) 2011-2013 Andrea Vedaldi +% All rights reserved. +% +% This file is part of the VLFeat library and is made available under +% the terms of the BSD license (see the COPYING file). + +conf.calDir = 'imagenet_small/train' ; +conf.dataDir = 'imagenet_small/' ; +conf.autoDownloadData = true ; +conf.numTrain = nTrain ; +conf.numTest = 20 ; +conf.numClasses = nClass ; +conf.numWords = nWords ; +conf.numSpatialX = nSpatial ; +conf.numSpatialY = nSpatial ; +conf.quantizer = 'kdtree' ; +conf.svm.C = C ; + +conf.svm.solver = 'sdca' ; +%conf.svm.solver = 'sgd' ; +%conf.svm.solver = 'liblinear' ; + +conf.svm.biasMultiplier = 1 ; +conf.phowOpts = {'Step', 3} ; +conf.clobber = false ; +conf.tinyProblem = false ; +conf.prefix = 'baseline' ; +conf.randSeed = 1 ; + +if conf.tinyProblem + conf.prefix = 'tiny' ; + conf.numClasses = 5 ; + conf.numSpatialX = 2 ; + conf.numSpatialY = 2 ; + conf.numWords = 300 ; + conf.phowOpts = {'Verbose', 2, 'Sizes', 7, 'Step', 5} ; +end + +if(pHowO==0) + conf.phowOpts = {'Step', 3} ; +else + conf.phowOpts = {'Verbose', 2, 'Sizes', 7, 'Step', 5} ; +end + +conf.vocabPath = fullfile(conf.dataDir, [conf.prefix '-vocab.mat']) ; +conf.histPath = fullfile(conf.dataDir, [conf.prefix '-hists.mat']) ; +conf.modelPath = fullfile(conf.dataDir, [conf.prefix '-model.mat']) ; +conf.resultPath = fullfile(conf.dataDir, [conf.prefix '-result']) ; + +randn('state',conf.randSeed) ; +rand('state',conf.randSeed) ; +vl_twister('state',conf.randSeed) ; + +% -------------------------------------------------------------------- +% Setup data +% -------------------------------------------------------------------- +classes = dir(conf.calDir) ; +classes = classes([classes.isdir]) ; +classes = {classes(3:conf.numClasses+2).name} ; + +images = {} ; +imageClass = {} ; +for ci = 1:length(classes) + ims = dir(fullfile(conf.calDir, classes{ci}, '*.JPEG'))' ; + ims = vl_colsubset(ims, conf.numTrain + conf.numTest) ; + ims = cellfun(@(x)fullfile(classes{ci},x),{ims.name},'UniformOutput',false) ; + images = {images{:}, ims{:}} ; + imageClass{end+1} = ci * ones(1,length(ims)) ; +end +selTrain = find(mod(0:length(images)-1, conf.numTrain+conf.numTest) < conf.numTrain) ; +selTest = setdiff(1:length(images), selTrain) ; +imageClass = cat(2, imageClass{:}) ; + +model.classes = classes ; +model.phowOpts = conf.phowOpts ; +model.numSpatialX = conf.numSpatialX ; +model.numSpatialY = conf.numSpatialY ; +model.quantizer = conf.quantizer ; +model.vocab = [] ; +model.w = [] ; +model.b = [] ; +model.classify = @classify ; + +% -------------------------------------------------------------------- +% Train vocabulary +% -------------------------------------------------------------------- + +if ~exist(conf.vocabPath) || conf.clobber + + % Get some PHOW descriptors to train the dictionary + selTrainFeats = vl_colsubset(selTrain, 30) ; + descrs = {} ; + %for ii = 1:length(selTrainFeats) + parfor ii = 1:length(selTrainFeats) + im = imread(fullfile(conf.calDir, images{selTrainFeats(ii)})) ; + im = standarizeImage(im) ; + [drop, descrs{ii}] = vl_phow(im, model.phowOpts{:}) ; + end + + descrs = vl_colsubset(cat(2, descrs{:}), 10e4) ; + descrs = single(descrs) ; + + % Quantize the descriptors to get the visual words + vocab = vl_kmeans(descrs, conf.numWords, 'verbose', 'algorithm', 'elkan', 'MaxNumIterations', 50) ; + save(conf.vocabPath, 'vocab') ; +else + load(conf.vocabPath) ; +end + +model.vocab = vocab ; + +if strcmp(model.quantizer, 'kdtree') + model.kdtree = vl_kdtreebuild(vocab) ; +end + +% -------------------------------------------------------------------- +% Compute spatial histograms +% -------------------------------------------------------------------- + +if ~exist(conf.histPath) || conf.clobber + hists = {} ; + parfor ii = 1:length(images) + % for ii = 1:length(images) + fprintf('Processing %s (%.2f %%)\n', images{ii}, 100 * ii / length(images)) ; + im = imread(fullfile(conf.calDir, images{ii})) ; + hists{ii} = getImageDescriptor(model, im); + end + + hists = cat(2, hists{:}) ; + save(conf.histPath, 'hists') ; +else + load(conf.histPath) ; +end + +% -------------------------------------------------------------------- +% Compute feature map +% -------------------------------------------------------------------- + +psix = vl_homkermap(hists, 1, 'kchi2', 'gamma', .5) ; + +% -------------------------------------------------------------------- +% Train SVM +% -------------------------------------------------------------------- + +if ~exist(conf.modelPath) || conf.clobber + switch conf.svm.solver + case {'sgd', 'sdca'} + lambda = 1 / (conf.svm.C * length(selTrain)) ; + w = [] ; + parfor ci = 1:length(classes) + perm = randperm(length(selTrain)) ; + fprintf('Training model for class %s\n', classes{ci}) ; + y = 2 * (imageClass(selTrain) == ci) - 1 ; + [w(:,ci) b(ci) info] = vl_svmtrain(psix(:, selTrain(perm)), y(perm), lambda, ... + 'Solver', conf.svm.solver, ... + 'MaxNumIterations', 50/lambda, ... + 'BiasMultiplier', conf.svm.biasMultiplier, ... + 'Epsilon', 1e-3); + end + + case 'liblinear' + svm = train(imageClass(selTrain)', ... + sparse(double(psix(:,selTrain))), ... + sprintf(' -s 3 -B %f -c %f', ... + conf.svm.biasMultiplier, conf.svm.C), ... + 'col') ; + w = svm.w(:,1:end-1)' ; + b = svm.w(:,end)' ; + end + + model.b = conf.svm.biasMultiplier * b ; + model.w = w ; + + save(conf.modelPath, 'model') ; +else + load(conf.modelPath) ; +end + +% -------------------------------------------------------------------- +% Test SVM and evaluate +% -------------------------------------------------------------------- + +% Estimate the class of the test images +scores = model.w' * psix + model.b' * ones(1,size(psix,2)) ; +[drop, imageEstClass] = max(scores, [], 1) ; + +% Compute the confusion matrix +idx = sub2ind([length(classes), length(classes)], ... + imageClass(selTest), imageEstClass(selTest)) ; +confus = zeros(length(classes)) ; +confus = vl_binsum(confus, ones(size(idx)), idx) ; + +ac = 100 * mean(diag(confus)/conf.numTest); + +% Plots +figure('visible','off') ; clf; +subplot(1,2,1) ; +imagesc(scores(:,[selTrain selTest])) ; title('Scores') ; +set(gca, 'ytick', 1:length(classes), 'yticklabel', classes) ; +subplot(1,2,2) ; +imagesc(confus) ; +title(sprintf('Confusion matrix (%.2f %% accuracy)', ... + 100 * mean(diag(confus)/conf.numTest) )) ; +print('-depsc2', [conf.resultPath '.ps']) ; +save([conf.resultPath '.mat'], 'confus', 'conf') ; + +% ------------------------------------------------------------------------- +function im = standarizeImage(im) +% ------------------------------------------------------------------------- + +im = im2single(im) ; +if size(im,1) > 480, im = imresize(im, [480 NaN]) ; end + +% ------------------------------------------------------------------------- +function hist = getImageDescriptor(model, im) +% ------------------------------------------------------------------------- + +im = standarizeImage(im) ; +width = size(im,2) ; +height = size(im,1) ; +numWords = size(model.vocab, 2) ; + +% get PHOW features +[frames, descrs] = vl_phow(im, model.phowOpts{:}) ; + +% quantize local descriptors into visual words +switch model.quantizer + case 'vq' + [drop, binsa] = min(vl_alldist(model.vocab, single(descrs)), [], 1) ; + case 'kdtree' + binsa = double(vl_kdtreequery(model.kdtree, model.vocab, ... + single(descrs), ... + 'MaxComparisons', 50)) ; +end + +for i = 1:length(model.numSpatialX) + binsx = vl_binsearch(linspace(1,width,model.numSpatialX(i)+1), frames(1,:)) ; + binsy = vl_binsearch(linspace(1,height,model.numSpatialY(i)+1), frames(2,:)) ; + + % combined quantization + bins = sub2ind([model.numSpatialY(i), model.numSpatialX(i), numWords], ... + binsy,binsx,binsa) ; + hist = zeros(model.numSpatialY(i) * model.numSpatialX(i) * numWords, 1) ; + hist = vl_binsum(hist, ones(size(bins)), bins) ; + hists{i} = single(hist / sum(hist)) ; +end +hist = cat(1,hists{:}) ; +hist = hist / sum(hist) ; + +% ------------------------------------------------------------------------- +function [className, score] = classify(model, im) +% ------------------------------------------------------------------------- + +hist = getImageDescriptor(model, im) ; +psix = vl_homkermap(hist, 1, 'kchi2', 'gamma', .5) ; +scores = model.w' * psix + model.b' ; +[score, best] = max(scores) ; +className = model.classes{best} ; \ No newline at end of file From af65f73e4c822d840d07b83be4b7858db155c4ff Mon Sep 17 00:00:00 2001 From: Julian Alexander Martinez Logreira Date: Thu, 7 Apr 2016 12:41:45 -0500 Subject: [PATCH 16/16] Latex del informe --- lab7_PHOW/Lab7PHOWLatex/cvpr.sty | 249 + lab7_PHOW/Lab7PHOWLatex/cvpr_eso.sty | 109 + lab7_PHOW/Lab7PHOWLatex/egbib.bib | 44 + lab7_PHOW/Lab7PHOWLatex/egpaper_final.tex | 315 + .../Lab7PHOWLatex/egpaper_for_review.tex | 446 + lab7_PHOW/Lab7PHOWLatex/eso-pic.sty | 267 + lab7_PHOW/Lab7PHOWLatex/ieee.bst | 1129 ++ lab7_PHOW/Lab7PHOWLatex/images/C1.eps | 307 + lab7_PHOW/Lab7PHOWLatex/images/C2.eps | 319 + lab7_PHOW/Lab7PHOWLatex/images/DataBase.eps | 10042 ++++++++++++++++ .../Lab7PHOWLatex/images/baseline-result.eps | 3301 +++++ lab7_PHOW/Lab7PHOWLatex/images/nClass1.eps | 311 + lab7_PHOW/Lab7PHOWLatex/images/nClass2.eps | 311 + lab7_PHOW/Lab7PHOWLatex/images/nSpatial1.eps | 303 + lab7_PHOW/Lab7PHOWLatex/images/nSpatial2.eps | 311 + lab7_PHOW/Lab7PHOWLatex/images/nTrain1.eps | 346 + lab7_PHOW/Lab7PHOWLatex/images/nWords1.eps | 295 + lab7_PHOW/Lab7PHOWLatex/images/nWords2.eps | 311 + lab7_PHOW/Lab7PHOWLatex/images/pHOG1.eps | 382 + lab7_PHOW/Lab7PHOWLatex/images/pHOG2.eps | 390 + 20 files changed, 19488 insertions(+) create mode 100644 lab7_PHOW/Lab7PHOWLatex/cvpr.sty create mode 100644 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--------------------------------------------------------------- + +% with LaTeX 2.09: +% ================ +% +% use as +% \documentstyle[times,art10,twocolumn,latex8]{article} +% +% --------------------------------------------------------------- +% with both versions: +% =================== +% +% specify \cvprfinalcopy to emit the final camera-ready copy +% +% specify references as +% \bibliographystyle{ieee} +% \bibliography{...your files...} +% +% --------------------------------------------------------------- + +\usepackage{eso-pic} +\usepackage{xspace} + +\typeout{CVPR 8.5 x 11-Inch Proceedings Style `cvpr.sty'.} + +% ten point helvetica bold required for captions +% eleven point times bold required for second-order headings +% in some sites the name of the fonts may differ, +% change the name here: +\font\cvprtenhv = phvb at 8pt % *** IF THIS FAILS, SEE cvpr.sty *** +\font\elvbf = ptmb scaled 1100 + +% If the above lines give an error message, try to comment them and +% uncomment 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All rights reserved. +%% +%% This file is part of the EveryShi package +%% +%% This program may be redistributed and/or modified under the terms +%% of the LaTeX Project Public License, either version 1.0 of this +%% license, or (at your option) any later version. +%% The latest version of this license is in +%% CTAN:macros/latex/base/lppl.txt. +%% +%% Happy users are requested to send me a postcard. :-) +%% +%% The EveryShi package contains these files: +%% +%% everyshi.asc +%% everyshi.dtx +%% everyshi.dvi +%% everyshi.ins +%% everyshi.bug +%% +%% Error Reports in case of UNCHANGED versions to +%% +%% Martin Schr"oder +%% Cr"usemannallee 3 +%% D-28213 Bremen +%% Martin.Schroeder@ACM.org +%% +%% File: everyshi.dtx Copyright (C) 2001 Martin Schr\"oder +\NeedsTeXFormat{LaTeX2e} +\ProvidesPackage{everyshi} + [2001/05/15 v3.00 EveryShipout Package (MS)] +%% \CharacterTable +%% {Upper-case \A\B\C\D\E\F\G\H\I\J\K\L\M\N\O\P\Q\R\S\T\U\V\W\X\Y\Z +%% Lower-case \a\b\c\d\e\f\g\h\i\j\k\l\m\n\o\p\q\r\s\t\u\v\w\x\y\z +%% Digits \0\1\2\3\4\5\6\7\8\9 +%% Exclamation \! Double quote \" Hash (number) \# +%% Dollar \$ Percent \% Ampersand \& +%% Acute accent \' Left paren \( Right paren \) +%% Asterisk \* Plus \+ Comma \, +%% Minus \- Point \. Solidus \/ +%% Colon \: Semicolon \; Less than \< +%% Equals \= Greater than \> Question mark \? +%% Commercial at \@ Left bracket \[ Backslash \\ +%% Right bracket \] Circumflex \^ Underscore \_ +%% Grave accent \` Left brace \{ Vertical bar \| +%% Right brace \} Tilde \~} +%% +%% \iffalse meta-comment +%% =================================================================== +%% @LaTeX-package-file{ +%% author = {Martin Schr\"oder}, +%% version = "3.00", +%% date = "15 May 2001", +%% filename = "everyshi.sty", +%% address = {Martin Schr\"oder +%% Cr\"usemannallee 3 +%% 28213 Bremen +%% Germany}, +%% telephone = "+49-421-2239425", +%% email = "martin@oneiros.de", +%% pgp-Key = "2048 bit / KeyID 292814E5", +%% pgp-fingerprint = "7E86 6EC8 97FA 2995 82C3 FEA5 2719 090E", +%% docstring = "LaTeX package which provides hooks into +%% \cs{shipout}. +%% } +%% =================================================================== +%% \fi + +\newcommand{\@EveryShipout@Hook}{} +\newcommand{\@EveryShipout@AtNextHook}{} +\newcommand*{\EveryShipout}[1] + {\g@addto@macro\@EveryShipout@Hook{#1}} +\newcommand*{\AtNextShipout}[1] + {\g@addto@macro\@EveryShipout@AtNextHook{#1}} +\newcommand{\@EveryShipout@Shipout}{% + \afterassignment\@EveryShipout@Test + \global\setbox\@cclv= % + } +\newcommand{\@EveryShipout@Test}{% + \ifvoid\@cclv\relax + \aftergroup\@EveryShipout@Output + \else + \@EveryShipout@Output + \fi% + } +\newcommand{\@EveryShipout@Output}{% + \@EveryShipout@Hook% + \@EveryShipout@AtNextHook% + \gdef\@EveryShipout@AtNextHook{}% + \@EveryShipout@Org@Shipout\box\@cclv% + } +\newcommand{\@EveryShipout@Org@Shipout}{} +\newcommand*{\@EveryShipout@Init}{% + \message{ABD: EveryShipout initializing macros}% + \let\@EveryShipout@Org@Shipout\shipout + \let\shipout\@EveryShipout@Shipout + } +\AtBeginDocument{\@EveryShipout@Init} +\endinput +%% +%% End of file `everyshi.sty'. diff --git a/lab7_PHOW/Lab7PHOWLatex/egbib.bib b/lab7_PHOW/Lab7PHOWLatex/egbib.bib new file mode 100644 index 0000000..c0ef737 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/egbib.bib @@ -0,0 +1,44 @@ + +@misc{Authors14, + author = {Authors}, + title = {The frobnicatable foo filter}, + note = {Face and Gesture submission ID 324. Supplied as additional material {\tt fg324.pdf}}, + year = 2014 +} + +@misc{Authors14b, + author = {Authors}, + title = {Frobnication tutorial}, + note = {Supplied as additional material {\tt tr.pdf}}, + year = 2014 +} + +@article{Alpher02, +author = {A. Alpher}, +title = {Frobnication}, +journal = {Journal of Foo}, +volume = 12, +number = 1, +pages = {234--778}, +year = 2002 +} + +@article{Alpher03, +author = {A. Alpher and J.~P.~N. Fotheringham-Smythe}, +title = {Frobnication revisited}, +journal = {Journal of Foo}, +volume = 13, +number = 1, +pages = {234--778}, +year = 2003 +} + +@article{Alpher04, +author = {A. Alpher and J.~P.~N. Fotheringham-Smythe and G. Gamow}, +title = {Can a machine frobnicate?}, +journal = {Journal of Foo}, +volume = 14, +number = 1, +pages = {234--778}, +year = 2004 +} diff --git a/lab7_PHOW/Lab7PHOWLatex/egpaper_final.tex b/lab7_PHOW/Lab7PHOWLatex/egpaper_final.tex new file mode 100644 index 0000000..65d4722 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/egpaper_final.tex @@ -0,0 +1,315 @@ +\documentclass[10pt,twocolumn,letterpaper]{article} + +\usepackage{cvpr} +\usepackage{times} +\usepackage{epsfig} +\usepackage{graphicx} +\usepackage{amsmath} +\usepackage{amssymb} +\usepackage[utf8]{inputenc} +\usepackage{listings} +\usepackage{color} +\usepackage{graphicx} +\graphicspath{ {images/} } + +% Include other packages here, before hyperref. + +% If you comment hyperref and then uncomment it, you should delete +% egpaper.aux before re-running latex. (Or just hit 'q' on the first latex +% run, let it finish, and you should be clear). +\usepackage[breaklinks=true,bookmarks=false]{hyperref} + +\cvprfinalcopy % *** Uncomment this line for the final submission + +\def\cvprPaperID{****} % *** Enter the CVPR Paper ID here +\def\httilde{\mbox{\tt\raisebox{-.5ex}{\symbol{126}}}} + +% Pages are numbered in submission mode, and unnumbered in camera-ready +%\ifcvprfinal\pagestyle{empty}\fi +\setcounter{page}{1} +\begin{document} + +%%%%%%%%% TITLE +\title{PHOW Classification} + +\author{Juan Sebasti\'an D\'iaz\\ +201127333\\ +Universidad de los Andes\\ +{\tt\small js.diaz1591@uniandes.edu.co} +% For a paper whose authors are all at the same institution, +% omit the following lines up until the closing ``}''. +% Additional authors and addresses can be added with ``\and'', +% just like the second author. +% To save space, use either the email address or home page, not both +\and +Juli\'an Alexander Martinez\\ +201213994\\ +Universidad de los andes\\ +{\tt\small ja.martinez1423@uniandes.edu.co} +} + +\maketitle +%\thispagestyle{empty} + +%%%%%%%%% ABSTRACT +\begin{abstract} + In this practice, PHOW techniques are used to recognize elements in in image. The imagenet database is used and the MATLAB functions of CALTECH 101 are used. these functions obtained 92\% accuracy in the latter database and it is to find out the accuracy in IMAGENET. +\end{abstract} +%%%%%%%%% BODY TEXT + +\section{Image-Net Database} + +ImageNet came after PASCAL VOC, in the need of having an image database rich in categories and in day-to-day images. This database contains 996 categories with 100 images each, presenting the object in different scales and positions, all of the images being natural images. IMAGENET is organized in a hierarchy of "synonym sets", which are concepts described by multiple words and are later subdivided to make a more fine classification. These synonym sets come from WordNet, where there are more that 100,000 synonym sets or "synsets". IMAGENET was built upon WordNet, and was meant to describe each synset with at least 1000 images. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/DataBase.eps} +\end{center} + \caption{ +This is an example of the classes and the picture that composed the data based IMAGENET + } +\label{DataBase} +\end{figure} +%------------------------------------------------------------------------ +\section{Recognition Methods} + +The method used for recognition was PHOW (dense SIFT descriptors) that used a similar organization as the texton classification. The code used was obtained from the VLFeat group, which has an open source of computer vision algorithms. First, PHOW descriptors were obtained from some train images. Thae database of train was huge, so some samples of the database of different sizes were chosen to see the performance of the method. These are the \textit{words}. These words are clustered using \textit{k-means} to find the dictionary (as with the texton dictionary), or \textit{bag of words}. Using this bag of words, the train set (or sample of the set) of images is represented using the clusters found on the latter step. The images and their respective representation is then used to train a SVM. The test images used to evaluate the model are also represented with the bag of words, so they can be correctly represented by the SVM just trained. + + +%------------------------------------------------------------------------- +\section{Results} + +The results shown in this section was obtained in the train section of the data base. At the beginning it was expected that this results was only the validation set of our model, but eventually after a lot of time ruining the algorithm obtaining this results; it was decided to assume this experiments as the result of the model. This was possible assuming either the train set as the test set was balanced and working in one of them only limit the number of images in order to train the SVM. Another important specification was that all the models was tested with 20 images. + +The result of the proposed algorithm yields two graphs, as shown in Figure \ref{baseline-result}: + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/baseline-result.eps} +\end{center} + \caption{ +Matrix of scores and confusion matrix generated by the code. This shown the results of the algorithm after train and test the models obtained. + } +\label{baseline-result} +\end{figure} + +The graph on the right corresponds to the confusion matrix, where red corresponds to a high and blue low. Ideally in this case it is expected to have completely red diagonal matrix with completely blue outside of it. The points outside the diagonal correspond to misclassifications, contributing to error. The two axes correspond to the categories. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nTrain1.eps} +\end{center} + \caption{ +Accuracy obtained varying the number of images in train stage. The following parameters was fixed: Number of words = 600, Spatial partition = [2 4], Parameter C SVM = 10, Number of Class = 5, PHOG descriptor = 1. + } +\label{nTrain1} +\end{figure} + +The graph on the left corresponds to \textit{score} that gives the classifier to the classification of each evaluated image. The color scale is the same as in the graph to the right. When an image has a dark red dot on this graph, it means that the classifier is quite sure which class belongs. The horizontal axis corresponds to each of the evaluated images and the vertical axis to the classes they belong. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nClass1.eps} +\end{center} + \caption{ +Accuracy obtained varying the number of classes to identify. The following parameters was fixed: Number of words = 600, Spatial partition = [2 4], Parameter C SVM = 10, Number of train images = 50, PHOG descriptor = 1. + } +\label{nClass1} +\end{figure} + +The work focused primarily on the effect of variation of different parameters in training and classification of images.The accuracy and the time required to train and classify images by varying number of categories, number of training images and number of space partitions was measured. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nSpatial1.eps} +\end{center} + \caption{ +Accuracy obtained varying the number spatial partition. The following parameters was fixed: Number of words = 600, Number of Classes = 5, Parameter C SVM = 10, Number of train images = 50, PHOG descriptor = 1. +It is important to say that the number 16 and 32 in the x-axe represent spatial partitions of [2 4] and [2 8]. + } +\label{nSpatial1} +\end{figure} + +According to the above, the results of accuracy by varying the number of classes, the number of training images and spatial partition are in Figures \ref{nClass1}, \ref{nTrain1} and \ref{nSpatial1} respectively. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nClass2.eps} +\end{center} + \caption{ +Time elapse in each of the experiments varying the number classes to identify. The following parameters was fixed: Number of words = 600, spatial partition = [2 4], Parameter C SVM = 10, Number of train images = 50, PHOG descriptor = 1. + } +\label{nClass2} +\end{figure} + +The evaluation of computational resources required for each case was done by measuring the time required to perform each of the training and evaluations. These times for variation in the number of classesand spatial partition are in Figures \ref{nClass2} and \ref{nSpatial2} respectively. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nSpatial2.eps} +\end{center} + \caption{ +Time elapse in each of the experiments varying the number spatial partitions. The following parameters was fixed: Number of words = 600, Number of classes = 5, Parameter C SVM = 10, Number of train images = 50, PHOG descriptor = 1. + } +\label{nSpatial2} +\end{figure} + +However as it is described in each of the Figures above there are some other parameters fixed in the analysis of each one. For that reason, and trying to get a better understand of the hole model these fixed parameters was also running in the algorithm making changes in their values. It is important to mentioned that the PHOG parameter has only two values 0 and 1 in order to codify a group of parameters configurations. In the case of 0 the step of the sliding window was 3 and the other was establish by default. In the case of 1 the step was set in 5 and the size of the window set in 7. These two configurations was decided because they were in the code of Caltech 101, the 0 option was the tiny configurtion and the 1 option was the complete problem. In these way it was expected to have a more detailed descriptor in the 0 option than in the 1 option. These parameters that was analysed in addition was the numbers of words, the parameter C of the margin in the SVM and the configurations of the PHOG. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nWords1.eps} +\end{center} + \caption{ +Accuracy obtained varying the number of words. The following parameters was fixed: Number of Classes = 5, Spatial partition = [2 4], Parameter C SVM = 10, Number of train images = 50, PHOG descriptor = 1. + } +\label{nWords1} +\end{figure} + +According to the above, the results of accuracy by varying the number of words, the parameters of PHOW and the C margin of SVM are in Figures \ref{nWords1}, \ref{C1} and \ref{pHOG1} respectively. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/C1.eps} +\end{center} + \caption{ +Accuracy obtained varying margin C of SVM. The following parameters was fixed: Number of Words = 600, Spatial partition = [2 4], Number of Classes = 5, Number of train images = 50, PHOG descriptor = 1. + } +\label{C1} +\end{figure} + +The evaluation of computational resources required for the additional cases was done by measuring the time required to perform each of the training and evaluations. These times for variation in the number of words , the margin C and the configuration of pHOW are in Figures \ref{nWords2} ,\ref{C2} and \ref{pHOG2} respectively. + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/pHOG1.eps} +\end{center} + \caption{ +Accuracy obtained varying the configuration of the HOG descriptor. The following parameters was fixed: Number of Words = 600, Spatial partition = [2 4], Number of Classes = 5, Number of train images = 50, Parameter C SVM = 10. + } +\label{pHOG1} +\end{figure} + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/nWords2.eps} +\end{center} + \caption{ +Time elapse in each of the experiments varying the number of words. The following parameters was fixed: Spatial partition = [2 4], Number of classes = 5, Parameter C SVM = 10, Number of train images = 50, PHOG descriptor = 1. + } +\label{nWords2} +\end{figure} + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/C2.eps} +\end{center} + \caption{ +Time elapse in each of the experiments varying the margin parameter C. The following parameters was fixed: Number of words = 600, Number of classes = 5, Spatial partition = [2 4], Number of train images = 50, PHOG descriptor = 1. + } +\label{C2} +\end{figure} + +\begin{figure}[h] +\begin{center} +\includegraphics[width=1\linewidth]{images/pHOG2.eps} +\end{center} + \caption{ +Time elapse in each of the experiments varying the HOG configuration. The following parameters was fixed: Number of words = 600, Number of classes = 5, Parameter C SVM = 10, Number of train images = 50, Spatial partition = [2 4]. + } +\label{pHOG2} +\end{figure} + +%------------------------------------------------------------------------- +\section{Discussion of the results} + +The results of the algorithm in the data base are not the best one because the architecture was design in order to original applied the MATLAB routine in the Caltech 101 data base, and because of the different range of difficulties in the two data base the phow\_caltech101 algorithm had not a good performance on IMAGENET. However as an special case when the algorithm has the parameters in the table \ref{SpecialCase} it has an accuracy of 75\% but only in the 0.005\% of the categories of all the data base. + +\begin{table}[h] +\centering +\begin{tabular}{|l|l|l|l|l|l|} +\hline +nTrain & nClass & nWords & nSpatial & C & pHOG +\\ \hline +50 & 5 & 500 & [2 4] & 10 & 1 \\ \hline +\end{tabular} +\caption{Parameters of the case in which the AC was 75\%} +\label{SpecialCase} +\end{table} + +The graphs presented above show that there is a dependency between the parameters used in computing resources and performance of classifiers, a detail behaviour of each case is described in the next subsection. + +\subsection{Number of categories} + +By varying the number of classes, leaving constant the other parameters , you have to build a more complex model including more categories using the same amount of training images per class. This causes a decreased in performance rating of test images, as shown in Figure \ref{nClass1}. As you increase the number of classes, the performance is worse, making more misclassification. The relationship is not linear; instead of it seems to have an exponential decay behavior, where the less categories it has to classify the better accuracy the algorithm obtained. However, the idea of these problems is to correctly classify a lot of categories, so the solution is not to use less of them but modify other parameters or performance space to achieve good results with a lot of class. As a possible correlation if the numbers of images to train grow up the accuracy seems to improve, so as an start the number of train images could be a parameter to change in order to improve the model. + +As for the time required to train and test by varying the number of classes is intuitively understand that the more categories, the model is more complex and therefore more computer effort required to build the classifier, specifically the number of svm increase, because it must train one of each category in order to identify one of them from the other . This is shown in Figure \ref{nClass2}, where as the number of classes increases, the time required increases almost linearly, making it a highly significant situation. However in this experiment the only SVM uses was linear, uses another type of SVM could also have a impact in the time and performance of the algorithm. + +\subsection{Size of Training set} + +By varying the number of training images, leaving the other parameters constant, there are more images to build the svm model per categories. This means that the more images one has to teach the computer, this can best learn a sorting function improving performance. In Figure \ref{nTrain1} this is evident: as the number of classes increases, performance is better, mistaking least in image classification. The relationship appears to be somewhat linear; rather it seems to have an exponential behavior, improving accuracy if more classes are used. Accordingly, in classification problems always you want to have as much training images as possible. + +As for the time required to train and test by varying the number of training images to teach the more data, the computer requires to process more images, making a more complete model. Therefore greater effort of the machine to build the classifier is required. This is expected in the behaviour of the time vs nTrain graph. + +\subsection{Number of spatial Partitions} + +First is important to recall that the point 16 and 32 in the x-axes of the figure \ref{nSpatial1} and \ref{nSpatial2} correspond to the [2 4] and [2 8] parameter set. In the figure \ref{nSpatial1} it could see that the optimal parameter that improve AC is the [2 4]. This parameter change the quantity of the bins in each of the oriented histogram. The behaviour of this maximal point correspond that if the model has few bins histogram the model is too general but if it has many ones the model is too specific and the correspondence with other elements of the same category is low. + +As for the time required to train and test, not only the accuracy of the classifier was better using (2.4), but the time required was less well, choosing this optimal parameter. + +\subsection{Number of Words} + +The behaviour of the AC in function of the number of words using in the descriptor is similar as spatial partition; it means that has an optimal value in 500 words, or in other words an maximum. This is shown in the \ref{nWords1}. The explanation of this conduct is similar as in the spatial partition, many words create overfiting and few word wide general models. This repetitive conduct in some way is expected in the descriptor parameters because this features mediate the amount of information in each of the descriptor. + +Related to the time elapse is the same as spatial partition. As the model uses more words it require more calculation which implies more computational time. This is evidence in the figure \ref{nWords2}. However the change in the amount of time uses +in the execution of all the algorithm it is important because a double in the number of words translate in an grow in 41.67\% in computational time, almost a linear relation. + +\subsection{Margin parameter C in the SVM} + +As we could see in the \ref{C1} the change in the margin C of the SVM has no effect on the AC of the algorithm. This could be a result of the characteristic of the descriptor of each model, it means that the each group has a strong cluster that are sufficient apart from each one in order to not be affect by a considerably margin ranging from 10 to 10000. + +According to the time elapse observe in the figure \ref{C2}, the changes observed in the time are not significant meaning that this parameter has a little impact in the final model. + +\subsection{Configuration of the pHOW descriptor} + +As the other descriptor features parameters the option 1, means a more detailed parameter. The conduct in the figure \ref{pHOG1} is the result an overfiting of the model. However, it is expected that as the number of categories start to grow up, the more detailed parameter have to be applied in order to get in some way a differentiation characteristic. + +According to the time of execution the more detailed the descriptor is the more time the algorithm will use, as is eveidence in the figure \ref{pHOG2}. + + + + + +%------------------------------------------------------------------------- +\section{Limitations of the method and Possible improvements} + +It became clear that the methods used in the code obtained from the VLFeat method, worked perfectly on the CALTECH 101 database, which was a small and exemplar database in which the objects in the images were easily recognized. Now, when using the methods on IMAGENET, the performance decreased considerably, because of the nature of the database. The images are normal images, in which objects appear in day-to-day situations, and issues such as occlusion, change in perspective and position and deformations are common.\\ + +Also, the databases have huge variations in their sizes. As happened with textons, for matters of computing time, not all the training database was used, only a small fraction, which not always represents correctly the whole database and this lead to mismatches in the test part.\\ + +To improve the correct classification of the IMAGENET database, it should take into account the flexibility of the objects in this database, in contrast to the objects in CALTECH 101. Definitely there should be used more images, but the descriptors obtained should have a certain degree of flexibility to adapt to the test images. One possible approach is to use the spring model, in which the words are linked by springs in the image, and their separation distance can be compressed or elongated to adapt to the object deformities. + +%------------------------------------------------------------------------- + +%------------------------------------------------------------------------- +\begin{thebibliography}{9} + +\bibitem{IN} + \emph{IMAGENET}, + Standford Vision Lab, + in http://image-net.org/index + + +\bibitem{VLF} +\emph{VLFeat Open Sourcce} +in http://www.vlfeat.org/index.html + +\end{thebibliography} + + + + +%------------------------------------------------------------------------- + + +\end{document} diff --git a/lab7_PHOW/Lab7PHOWLatex/egpaper_for_review.tex b/lab7_PHOW/Lab7PHOWLatex/egpaper_for_review.tex new file mode 100644 index 0000000..909ebfc --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/egpaper_for_review.tex @@ -0,0 +1,446 @@ +\documentclass[10pt,twocolumn,letterpaper]{article} + +\usepackage{cvpr} +\usepackage{times} +\usepackage{epsfig} +\usepackage{graphicx} +\usepackage{amsmath} +\usepackage{amssymb} + +% Include other packages here, before hyperref. + +% If you comment hyperref and then uncomment it, you should delete +% egpaper.aux before re-running latex. (Or just hit 'q' on the first latex +% run, let it finish, and you should be clear). +\usepackage[pagebackref=true,breaklinks=true,letterpaper=true,colorlinks,bookmarks=false]{hyperref} + +% \cvprfinalcopy % *** Uncomment this line for the final submission + +\def\cvprPaperID{****} % *** Enter the CVPR Paper ID here +\def\httilde{\mbox{\tt\raisebox{-.5ex}{\symbol{126}}}} + +% Pages are numbered in submission mode, and unnumbered in camera-ready +\ifcvprfinal\pagestyle{empty}\fi +\begin{document} + +%%%%%%%%% TITLE +\title{\LaTeX\ Author Guidelines for CVPR Proceedings} + +\author{First Author\\ +Institution1\\ +Institution1 address\\ +{\tt\small firstauthor@i1.org} +% For a paper whose authors are all at the same institution, +% omit the following lines up until the closing ``}''. +% Additional authors and addresses can be added with ``\and'', +% just like the second author. +% To save space, use either the email address or home page, not both +\and +Second Author\\ +Institution2\\ +First line of institution2 address\\ +{\tt\small secondauthor@i2.org} +} + +\maketitle +%\thispagestyle{empty} + +%%%%%%%%% ABSTRACT +\begin{abstract} + The ABSTRACT is to be in fully-justified italicized text, at the top + of the left-hand column, below the author and affiliation + information. Use the word ``Abstract'' as the title, in 12-point + Times, boldface type, centered relative to the column, initially + capitalized. The abstract is to be in 10-point, single-spaced type. + Leave two blank lines after the Abstract, then begin the main text. + Look at previous CVPR abstracts to get a feel for style and length. +\end{abstract} + +%%%%%%%%% BODY TEXT +\section{Introduction} + +Please follow the steps outlined below when submitting your manuscript to +the IEEE Computer Society Press. This style guide now has several +important modifications (for example, you are no longer warned against the +use of sticky tape to attach your artwork to the paper), so all authors +should read this new version. + +%------------------------------------------------------------------------- +\subsection{Language} + +All manuscripts must be in English. + +\subsection{Dual submission} + +By submitting a manuscript to CVPR, the authors guarantee that it has +not been previously published or accepted for publication in substantially +similar form in an archival peer-reviewed forum. Furthermore, no paper which +contains significant overlap with the contributions of this paper is neither +under review at the moment of submission nor will be submitted during the +CVPR 2014 review period to {\bf any of the following}: another conference, +a workshop, or a journal. The authors also attest that they did not submit +substantially similar submissions to CVPR 2014. {\bf Violation of any of +these conditions will lead to rejection.} If you are not sure about the +extent of overlap, you may upload a copy of the paper in question as +supplementary material. Note that a Technical Report (departmental, +arXiv.org, etc.) that is put up without any form of direct peer-review is +{\bf NOT} considered a publication. Likewise, mention of the work under +review in a presentation is {\bf NOT} considered a violation. + +If there are papers that may appear to the reviewers +to violate this condition, then it is your responsibility to: (1)~cite +these papers (preserving anonymity as described in Section 1.6 below), +(2)~argue in the body of your paper why your CVPR paper is non-trivially +different from these concurrent submissions, and (3)~include anonymized +versions of those papers in the supplemental material. + +\subsection{Paper length} +CVPR papers may be between 6 pages and 8 pages, with a \$100 per page added +fee. Overlength papers will simply not be reviewed. This includes papers +where the margins and formatting are deemed to have been significantly +altered from those laid down by this style guide. Note that this +\LaTeX\ guide already sets figure captions and references in a smaller font. +The reason such papers will not be reviewed is that there is no provision for +supervised revisions of manuscripts. The reviewing process cannot determine +the suitability of the paper for presentation in eight pages if it is +reviewed in eleven. If you submit 8 for review expect to pay the added page +charges for them. + +%------------------------------------------------------------------------- +\subsection{The ruler} +The \LaTeX\ style defines a printed ruler which should be present in the +version submitted for review. The ruler is provided in order that +reviewers may comment on particular lines in the paper without +circumlocution. If you are preparing a document using a non-\LaTeX\ +document preparation system, please arrange for an equivalent ruler to +appear on the final output pages. The presence or absence of the ruler +should not change the appearance of any other content on the page. The +camera ready copy should not contain a ruler. (\LaTeX\ users may uncomment +the \verb'\cvprfinalcopy' command in the document preamble.) Reviewers: +note that the ruler measurements do not align well with lines in the paper +--- this turns out to be very difficult to do well when the paper contains +many figures and equations, and, when done, looks ugly. Just use fractional +references (e.g.\ this line is $095.5$), although in most cases one would +expect that the approximate location will be adequate. + +\subsection{Mathematics} + +Please number all of your sections and displayed equations. It is +important for readers to be able to refer to any particular equation. Just +because you didn't refer to it in the text doesn't mean some future reader +might not need to refer to it. It is cumbersome to have to use +circumlocutions like ``the equation second from the top of page 3 column +1''. (Note that the ruler will not be present in the final copy, so is not +an alternative to equation numbers). All authors will benefit from reading +Mermin's description of how to write mathematics: +\url{http://www.pamitc.org/documents/mermin.pdf}. + + +\subsection{Blind review} + +Many authors misunderstand the concept of anonymizing for blind +review. Blind review does not mean that one must remove +citations to one's own work---in fact it is often impossible to +review a paper unless the previous citations are known and +available. + +Blind review means that you do not use the words ``my'' or ``our'' +when citing previous work. That is all. (But see below for +techreports) + +Saying ``this builds on the work of Lucy Smith [1]'' does not say +that you are Lucy Smith, it says that you are building on her +work. If you are Smith and Jones, do not say ``as we show in +[7]'', say ``as Smith and Jones show in [7]'' and at the end of the +paper, include reference 7 as you would any other cited work. + +An example of a bad paper just asking to be rejected: +\begin{quote} +\begin{center} + An analysis of the frobnicatable foo filter. +\end{center} + + In this paper we present a performance analysis of our + previous paper [1], and show it to be inferior to all + previously known methods. Why the previous paper was + accepted without this analysis is beyond me. + + [1] Removed for blind review +\end{quote} + + +An example of an acceptable paper: + +\begin{quote} +\begin{center} + An analysis of the frobnicatable foo filter. +\end{center} + + In this paper we present a performance analysis of the + paper of Smith \etal [1], and show it to be inferior to + all previously known methods. Why the previous paper + was accepted without this analysis is beyond me. + + [1] Smith, L and Jones, C. ``The frobnicatable foo + filter, a fundamental contribution to human knowledge''. + Nature 381(12), 1-213. +\end{quote} + +If you are making a submission to another conference at the same time, +which covers similar or overlapping material, you may need to refer to that +submission in order to explain the differences, just as you would if you +had previously published related work. In such cases, include the +anonymized parallel submission~\cite{Authors14} as additional material and +cite it as +\begin{quote} +[1] Authors. ``The frobnicatable foo filter'', F\&G 2014 Submission ID 324, +Supplied as additional material {\tt fg324.pdf}. +\end{quote} + +Finally, you may feel you need to tell the reader that more details can be +found elsewhere, and refer them to a technical report. For conference +submissions, the paper must stand on its own, and not {\em require} the +reviewer to go to a techreport for further details. Thus, you may say in +the body of the paper ``further details may be found +in~\cite{Authors14b}''. Then submit the techreport as additional material. +Again, you may not assume the reviewers will read this material. + +Sometimes your paper is about a problem which you tested using a tool which +is widely known to be restricted to a single institution. For example, +let's say it's 1969, you have solved a key problem on the Apollo lander, +and you believe that the CVPR70 audience would like to hear about your +solution. The work is a development of your celebrated 1968 paper entitled +``Zero-g frobnication: How being the only people in the world with access to +the Apollo lander source code makes us a wow at parties'', by Zeus \etal. + +You can handle this paper like any other. Don't write ``We show how to +improve our previous work [Anonymous, 1968]. This time we tested the +algorithm on a lunar lander [name of lander removed for blind review]''. +That would be silly, and would immediately identify the authors. Instead +write the following: +\begin{quotation} +\noindent + We describe a system for zero-g frobnication. This + system is new because it handles the following cases: + A, B. Previous systems [Zeus et al. 1968] didn't + handle case B properly. Ours handles it by including + a foo term in the bar integral. + + ... + + The proposed system was integrated with the Apollo + lunar lander, and went all the way to the moon, don't + you know. It displayed the following behaviours + which show how well we solved cases A and B: ... +\end{quotation} +As you can see, the above text follows standard scientific convention, +reads better than the first version, and does not explicitly name you as +the authors. A reviewer might think it likely that the new paper was +written by Zeus \etal, but cannot make any decision based on that guess. +He or she would have to be sure that no other authors could have been +contracted to solve problem B. + +FAQ: Are acknowledgements OK? No. Leave them for the final copy. + + +\begin{figure}[t] +\begin{center} +\fbox{\rule{0pt}{2in} \rule{0.9\linewidth}{0pt}} + %\includegraphics[width=0.8\linewidth]{egfigure.eps} +\end{center} + \caption{Example of caption. It is set in Roman so that mathematics + (always set in Roman: $B \sin A = A \sin B$) may be included without an + ugly clash.} +\label{fig:long} +\label{fig:onecol} +\end{figure} + +\subsection{Miscellaneous} + +\noindent +Compare the following:\\ +\begin{tabular}{ll} + \verb'$conf_a$' & $conf_a$ \\ + \verb'$\mathit{conf}_a$' & $\mathit{conf}_a$ +\end{tabular}\\ +See The \TeX book, p165. + +The space after \eg, meaning ``for example'', should not be a +sentence-ending space. So \eg is correct, {\em e.g.} is not. The provided +\verb'\eg' macro takes care of this. + +When citing a multi-author paper, you may save space by using ``et alia'', +shortened to ``\etal'' (not ``{\em et.\ al.}'' as ``{\em et}'' is a complete word.) +However, use it only when there are three or more authors. Thus, the +following is correct: `` + Frobnication has been trendy lately. + It was introduced by Alpher~\cite{Alpher02}, and subsequently developed by + Alpher and Fotheringham-Smythe~\cite{Alpher03}, and Alpher \etal~\cite{Alpher04}.'' + +This is incorrect: ``... subsequently developed by Alpher \etal~\cite{Alpher03} ...'' +because reference~\cite{Alpher03} has just two authors. If you use the +\verb'\etal' macro provided, then you need not worry about double periods +when used at the end of a sentence as in Alpher \etal. + +For this citation style, keep multiple citations in numerical (not +chronological) order, so prefer \cite{Alpher03,Alpher02,Authors14} to +\cite{Alpher02,Alpher03,Authors14}. + + +\begin{figure*} +\begin{center} +\fbox{\rule{0pt}{2in} \rule{.9\linewidth}{0pt}} +\end{center} + \caption{Example of a short caption, which should be centered.} +\label{fig:short} +\end{figure*} + +%------------------------------------------------------------------------ +\section{Formatting your paper} + +All text must be in a two-column format. The total allowable width of the +text area is $6\frac78$ inches (17.5 cm) wide by $8\frac78$ inches (22.54 +cm) high. Columns are to be $3\frac14$ inches (8.25 cm) wide, with a +$\frac{5}{16}$ inch (0.8 cm) space between them. The main title (on the +first page) should begin 1.0 inch (2.54 cm) from the top edge of the +page. The second and following pages should begin 1.0 inch (2.54 cm) from +the top edge. On all pages, the bottom margin should be 1-1/8 inches (2.86 +cm) from the bottom edge of the page for $8.5 \times 11$-inch paper; for A4 +paper, approximately 1-5/8 inches (4.13 cm) from the bottom edge of the +page. + +%------------------------------------------------------------------------- +\subsection{Margins and page numbering} + +All printed material, including text, illustrations, and charts, must be kept +within a print area 6-7/8 inches (17.5 cm) wide by 8-7/8 inches (22.54 cm) +high. + + + +%------------------------------------------------------------------------- +\subsection{Type-style and fonts} + +Wherever Times is specified, Times Roman may also be used. If neither is +available on your word processor, please use the font closest in +appearance to Times to which you have access. + +MAIN TITLE. Center the title 1-3/8 inches (3.49 cm) from the top edge of +the first page. The title should be in Times 14-point, boldface type. +Capitalize the first letter of nouns, pronouns, verbs, adjectives, and +adverbs; do not capitalize articles, coordinate conjunctions, or +prepositions (unless the title begins with such a word). Leave two blank +lines after the title. + +AUTHOR NAME(s) and AFFILIATION(s) are to be centered beneath the title +and printed in Times 12-point, non-boldface type. This information is to +be followed by two blank lines. + +The ABSTRACT and MAIN TEXT are to be in a two-column format. + +MAIN TEXT. Type main text in 10-point Times, single-spaced. Do NOT use +double-spacing. All paragraphs should be indented 1 pica (approx. 1/6 +inch or 0.422 cm). Make sure your text is fully justified---that is, +flush left and flush right. Please do not place any additional blank +lines between paragraphs. + +Figure and table captions should be 9-point Roman type as in +Figures~\ref{fig:onecol} and~\ref{fig:short}. Short captions should be centred. + +\noindent Callouts should be 9-point Helvetica, non-boldface type. +Initially capitalize only the first word of section titles and first-, +second-, and third-order headings. + +FIRST-ORDER HEADINGS. (For example, {\large \bf 1. Introduction}) +should be Times 12-point boldface, initially capitalized, flush left, +with one blank line before, and one blank line after. + +SECOND-ORDER HEADINGS. (For example, { \bf 1.1. Database elements}) +should be Times 11-point boldface, initially capitalized, flush left, +with one blank line before, and one after. If you require a third-order +heading (we discourage it), use 10-point Times, boldface, initially +capitalized, flush left, preceded by one blank line, followed by a period +and your text on the same line. + +%------------------------------------------------------------------------- +\subsection{Footnotes} + +Please use footnotes\footnote {This is what a footnote looks like. It +often distracts the reader from the main flow of the argument.} sparingly. +Indeed, try to avoid footnotes altogether and include necessary peripheral +observations in +the text (within parentheses, if you prefer, as in this sentence). If you +wish to use a footnote, place it at the bottom of the column on the page on +which it is referenced. Use Times 8-point type, single-spaced. + + +%------------------------------------------------------------------------- +\subsection{References} + +List and number all bibliographical references in 9-point Times, +single-spaced, at the end of your paper. When referenced in the text, +enclose the citation number in square brackets, for +example~\cite{Authors14}. Where appropriate, include the name(s) of +editors of referenced books. + +\begin{table} +\begin{center} +\begin{tabular}{|l|c|} +\hline +Method & Frobnability \\ +\hline\hline +Theirs & Frumpy \\ +Yours & Frobbly \\ +Ours & Makes one's heart Frob\\ +\hline +\end{tabular} +\end{center} +\caption{Results. Ours is better.} +\end{table} + +%------------------------------------------------------------------------- +\subsection{Illustrations, graphs, and photographs} + +All graphics should be centered. Please ensure that any point you wish to +make is resolvable in a printed copy of the paper. Resize fonts in figures +to match the font in the body text, and choose line widths which render +effectively in print. Many readers (and reviewers), even of an electronic +copy, will choose to print your paper in order to read it. You cannot +insist that they do otherwise, and therefore must not assume that they can +zoom in to see tiny details on a graphic. + +When placing figures in \LaTeX, it's almost always best to use +\verb+\includegraphics+, and to specify the figure width as a multiple of +the line width as in the example below +{\small\begin{verbatim} + \usepackage[dvips]{graphicx} ... + \includegraphics[width=0.8\linewidth] + {myfile.eps} +\end{verbatim} +} + + +%------------------------------------------------------------------------- +\subsection{Color} + +Color is valuable, and will be visible to readers of the electronic copy. +However ensure that, when printed on a monochrome printer, no important +information is lost by the conversion to grayscale. + +%------------------------------------------------------------------------ +\section{Final copy} + +You must include your signed IEEE copyright release form when you submit +your finished paper. We MUST have this form before your paper can be +published in the proceedings. + +Please direct any questions to the production editor in charge of these +proceedings at the IEEE Computer Society Press: Phone (714) 821-8380, or +Fax (714) 761-1784. + +{\small +\bibliographystyle{ieee} +\bibliography{egbib} +} + +\end{document} diff --git a/lab7_PHOW/Lab7PHOWLatex/eso-pic.sty b/lab7_PHOW/Lab7PHOWLatex/eso-pic.sty new file mode 100644 index 0000000..be9fb48 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/eso-pic.sty @@ -0,0 +1,267 @@ +%% +%% This is file `eso-pic.sty', +%% generated with the docstrip utility. +%% +%% The original source files were: +%% +%% eso-pic.dtx (with options: `package') +%% +%% This is a generated file. +%% +%% Copyright (C) 1998-2002 by Rolf Niepraschk +%% +%% This file may be distributed and/or modified under the conditions of +%% the LaTeX Project Public License, either version 1.2 of this license +%% or (at your option) any later version. 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\advance\@tempdimb\ESO@yoffsetI% + \ESO@isMEMOIR{% + \advance\@tempdima\trimedge% + \advance\@tempdima\paperwidth% + \advance\@tempdima-\stockwidth% + \if@twoside\ifodd\c@page\else% + \advance\@tempdima-2\trimedge% + \advance\@tempdima-\paperwidth% + \advance\@tempdima\stockwidth% + \fi\fi% + \advance\@tempdimb\trimtop}% + \unitlength=1pt% + \global\setbox\@cclv\vbox{% + \vbox{\let\protect\relax + \pictur@(0,0)(\strip@pt\@tempdima,\strip@pt\@tempdimb)% + \ESO@HookIII\ESO@HookI\ESO@HookII% + \global\let\ESO@HookII\@empty% + \endpicture}% + \nointerlineskip% + \box\@cclv}% + \fi + \egroup +} +\EveryShipout{\@ShipoutPicture} +\RequirePackage{keyval} +\newif\ifESO@dvips\ESO@dvipsfalse \newif\ifESO@grid\ESO@gridfalse +\newif\ifESO@texcoord\ESO@texcoordfalse +\newcommand*\ESO@gridunitname{} +\newcommand*\ESO@gridunit{} +\newcommand*\ESO@labelfactor{} +\newcommand*\ESO@griddelta{}\newcommand*\ESO@griddeltaY{} +\newcommand*\ESO@gridDelta{}\newcommand*\ESO@gridDeltaY{} +\newcommand*\ESO@gridcolor{} +\newcommand*\ESO@subgridcolor{} +\newcommand*\ESO@subgridstyle{dotted}% ??? +\newcommand*\ESO@gap{} +\newcommand*\ESO@yoffsetI{}\newcommand*\ESO@yoffsetII{} +\newcommand*\ESO@gridlines{\thinlines} +\newcommand*\ESO@subgridlines{\thinlines} +\newcommand*\ESO@hline[1]{\ESO@subgridlines\line(1,0){#1}} +\newcommand*\ESO@vline[1]{\ESO@subgridlines\line(0,1){#1}} +\newcommand*\ESO@Hline[1]{\ESO@gridlines\line(1,0){#1}} +\newcommand*\ESO@Vline[1]{\ESO@gridlines\line(0,1){#1}} +\newcommand\ESO@fcolorbox[4][]{\fbox{#4}} +\newcommand\ESO@color[1]{} +\newcommand\ESO@colorbox[3][]{% + \begingroup + \fboxrule=0pt\fbox{#3}% + \endgroup +} +\newcommand\gridSetup[6][]{% + \edef\ESO@gridunitname{#1}\edef\ESO@gridunit{#2} + \edef\ESO@labelfactor{#3}\edef\ESO@griddelta{#4} + \edef\ESO@gridDelta{#5}\edef\ESO@gap{#6}} +\define@key{ESO}{texcoord}[true]{\csname ESO@texcoord#1\endcsname} +\define@key{ESO}{pscoord}[true]{\csname @tempswa#1\endcsname + \if@tempswa\ESO@texcoordfalse\else\ESO@texcoordtrue\fi} +\define@key{ESO}{dvips}[true]{\csname ESO@dvips#1\endcsname} +\define@key{ESO}{grid}[true]{\csname ESO@grid#1\endcsname + \setkeys{ESO}{gridcolor=black,subgridcolor=black}} +\define@key{ESO}{colorgrid}[true]{\csname ESO@grid#1\endcsname + \setkeys{ESO}{gridcolor=red,subgridcolor=green}} +\define@key{ESO}{gridcolor}{\def\ESO@gridcolor{#1}} +\define@key{ESO}{subgridcolor}{\def\ESO@subgridcolor{#1}} +\define@key{ESO}{subgridstyle}{\def\ESO@subgridstyle{#1}}% +\define@key{ESO}{gridunit}{% + \def\@tempa{#1} + \def\@tempb{bp} + \ifx\@tempa\@tempb + \gridSetup[\@tempa]{1bp}{1}{10}{50}{2} + \else + \def\@tempb{pt} + \ifx\@tempa\@tempb + \gridSetup[\@tempa]{1pt}{1}{10}{50}{2} + \else + \def\@tempb{in} + \ifx\@tempa\@tempb + \gridSetup[\@tempa]{.1in}{.1}{2}{10}{.5} + \else + \gridSetup[mm]{1mm}{1}{5}{20}{1} + \fi + \fi + \fi +} +\setkeys{ESO}{subgridstyle=solid,pscoord=true,gridunit=mm} +\def\ProcessOptionsWithKV#1{% + \let\@tempc\@empty + \@for\CurrentOption:=\@classoptionslist\do{% + \@ifundefined{KV@#1@\CurrentOption}% + {}{\edef\@tempc{\@tempc,\CurrentOption,}}}% + \edef\@tempc{% + \noexpand\setkeys{#1}{\@tempc\@ptionlist{\@currname.\@currext}}}% + \@tempc + \AtEndOfPackage{\let\@unprocessedoptions\relax}}% +\ProcessOptionsWithKV{ESO}% +\newcommand\ESO@div[2]{% + \@tempdima=#1\relax\@tempdimb=\ESO@gridunit\relax + \@tempdimb=#2\@tempdimb\divide\@tempdima by \@tempdimb% + \@tempcnta\@tempdima\advance\@tempcnta\@ne} +\AtBeginDocument{% + \IfFileExists{color.sty} + {% + \RequirePackage{color} + \let\ESO@color=\color\let\ESO@colorbox=\colorbox + \let\ESO@fcolorbox=\fcolorbox + }{} + \@ifundefined{Gin@driver}{}% + {% + \ifx\Gin@driver\@empty\else% + \filename@parse{\Gin@driver}\def\reserved@a{dvips}% + \ifx\filename@base\reserved@a\ESO@dvipstrue\fi% + \fi + }% + \ifx\pdfoutput\undefined\else + \ifx\pdfoutput\relax\else + \ifcase\pdfoutput\else + \ESO@dvipsfalse% + \fi + \fi + \fi + \ifESO@dvips\def\@tempb{eepic}\else\def\@tempb{epic}\fi + \def\@tempa{dotted}%\def\ESO@gap{\LenToUnit{6\@wholewidth}}% + \ifx\@tempa\ESO@subgridstyle + \IfFileExists{\@tempb.sty}% + {% + \RequirePackage{\@tempb} + \renewcommand*\ESO@hline[1]{\ESO@subgridlines\dottedline{\ESO@gap}% + (0,0)(##1,0)} + \renewcommand*\ESO@vline[1]{\ESO@subgridlines\dottedline{\ESO@gap}% + (0,0)(0,##1)} + }{} + \else + \ifx\ESO@gridcolor\ESO@subgridcolor% + \renewcommand*\ESO@gridlines{\thicklines} + \fi + \fi +} +\ifESO@texcoord + \def\ESO@yoffsetI{0pt}\def\ESO@yoffsetII{-\paperheight} + \edef\ESO@griddeltaY{-\ESO@griddelta}\edef\ESO@gridDeltaY{-\ESO@gridDelta} +\else + \def\ESO@yoffsetI{\paperheight}\def\ESO@yoffsetII{0pt} + \edef\ESO@griddeltaY{\ESO@griddelta}\edef\ESO@gridDeltaY{\ESO@gridDelta} +\fi +\newcommand\ESO@gridpicture{% + \begingroup + \setlength\unitlength{\ESO@gridunit}% + \ESO@color{\ESO@subgridcolor}% + \ESO@div{\paperheight}{\ESO@griddelta}% + \multiput(0,0)(0,\ESO@griddeltaY){\@tempcnta}% + {\ESO@hline{\LenToUnit{\paperwidth}}}% + \ESO@div{\paperwidth}{\ESO@griddelta}% + \multiput(0,\LenToUnit{\ESO@yoffsetII})(\ESO@griddelta,0){\@tempcnta}% + {\ESO@vline{\LenToUnit{\paperheight}}}% + \ESO@color{\ESO@gridcolor}% + \ESO@div{\paperheight}{\ESO@gridDelta}% + \multiput(0,0)(0,\ESO@gridDeltaY){\@tempcnta}% + {\ESO@Hline{\LenToUnit{\paperwidth}}}% + \ESO@div{\paperwidth}{\ESO@gridDelta}% + \multiput(0,\LenToUnit{\ESO@yoffsetII})(\ESO@gridDelta,0){\@tempcnta}% + {\ESO@Vline{\LenToUnit{\paperheight}}}% + \fontsize{10}{12}\normalfont% + \ESO@div{\paperwidth}{\ESO@gridDelta}% + \multiput(0,\ESO@gridDeltaY)(\ESO@gridDelta,0){\@tempcnta}{% + \@tempcntb=\@tempcnta\advance\@tempcntb-\@multicnt% + \ifnum\@tempcntb>1\relax + \multiply\@tempcntb by \ESO@gridDelta\relax% + \@tempdima=\@tempcntb sp\@tempdima=\ESO@labelfactor\@tempdima% + \@tempcntb=\@tempdima% + \makebox(0,0)[c]{\ESO@colorbox{white}{\the\@tempcntb}}% + \fi}% + \ifx\ESO@gridunitname\@empty\def\@tempa{0}\else\def\@tempa{1}\fi% + \ESO@div{\paperheight}{\ESO@gridDelta}% + \multiput(\ESO@gridDelta,0)(0,\ESO@gridDeltaY){\@tempcnta}{% + \@tempcntb=\@tempcnta\advance\@tempcntb-\@multicnt% + \ifnum\@tempcntb>\@tempa\relax + \multiply\@tempcntb by \ESO@gridDelta\relax% + \@tempdima=\@tempcntb sp\@tempdima=\ESO@labelfactor\@tempdima% + \@tempcntb=\@tempdima% + \makebox(0,0)[c]{\ESO@colorbox{white}{\the\@tempcntb}}% + \fi + }% + \ifx\ESO@gridunitname\@empty\else% + \thicklines\fboxrule=\@wholewidth% + \put(\ESO@gridDelta,\ESO@gridDeltaY){\makebox(0,0)[c]{% + \ESO@fcolorbox{\ESO@gridcolor}{white}{% + \textbf{\ESO@gridunitname}}}}% + \fi + \normalcolor% + \endgroup +} +\ifESO@grid\g@addto@macro\ESO@HookIII{\ESO@gridpicture}\fi +\endinput +%% +%% End of file `eso-pic.sty'. diff --git a/lab7_PHOW/Lab7PHOWLatex/ieee.bst b/lab7_PHOW/Lab7PHOWLatex/ieee.bst new file mode 100644 index 0000000..5f243b4 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/ieee.bst @@ -0,0 +1,1129 @@ + +% --------------------------------------------------------------- +% +% ieee.bst,v 1.0 2002/04/16 +% +% by Glenn Paulley (paulley@acm.org) +% +% Modified from latex8.bst 1995/09/15 15:13:49 ienne Exp $ +% +% by Paolo.Ienne@di.epfl.ch +% +% +% --------------------------------------------------------------- +% +% no guarantee is given that the format corresponds perfectly to +% IEEE 8.5" x 11" Proceedings, but most features should be ok. +% +% --------------------------------------------------------------- +% +% `ieee' from BibTeX standard bibliography style `abbrv' +% version 0.99a for BibTeX versions 0.99a or later, LaTeX version 2.09. +% Copyright (C) 1985, all rights reserved. +% Copying of this file is authorized only if either +% (1) you make absolutely no changes to your copy, including name, or +% (2) if you do make changes, you name it something other than +% btxbst.doc, plain.bst, unsrt.bst, alpha.bst, and abbrv.bst. +% This restriction helps ensure that all standard styles are identical. +% The file btxbst.doc has the documentation for this style. + +ENTRY + { address + author + booktitle + chapter + edition + editor + howpublished + institution + journal + key + month + note + number + organization + pages + publisher + school + series + title + type + volume + year + } + {} + { label } + +INTEGERS { output.state before.all mid.sentence after.sentence after.block } + +FUNCTION {init.state.consts} +{ #0 'before.all := + #1 'mid.sentence := + #2 'after.sentence := + #3 'after.block := +} + +STRINGS { s t } + +FUNCTION {output.nonnull} +{ 's := + output.state mid.sentence = + { ", " * write$ } + { output.state after.block = + { add.period$ write$ + newline$ + "\newblock " write$ + } + { output.state before.all = + 'write$ + { add.period$ " " * write$ } + if$ + } + if$ + mid.sentence 'output.state := + } + if$ + s +} + +FUNCTION {output} +{ duplicate$ empty$ + 'pop$ + 'output.nonnull + if$ +} + +FUNCTION {output.check} +{ 't := + duplicate$ empty$ + { pop$ "empty " t * " in " * cite$ * warning$ } + 'output.nonnull + if$ +} + +FUNCTION {output.bibitem} +{ newline$ + "\bibitem{" write$ + cite$ write$ + "}" write$ + newline$ + "" + before.all 'output.state := +} + +FUNCTION {fin.entry} +{ add.period$ + write$ + newline$ +} + +FUNCTION {new.block} +{ output.state before.all = + 'skip$ + { after.block 'output.state := } + if$ +} + +FUNCTION {new.sentence} +{ output.state after.block = + 'skip$ + { output.state before.all = + 'skip$ + { after.sentence 'output.state := } + if$ + } + if$ +} + +FUNCTION {not} +{ { #0 } + { #1 } + if$ +} + +FUNCTION {and} +{ 'skip$ + { pop$ #0 } + if$ +} + +FUNCTION {or} +{ { pop$ #1 } + 'skip$ + if$ +} + +FUNCTION {new.block.checka} +{ empty$ + 'skip$ + 'new.block + if$ +} + +FUNCTION {new.block.checkb} +{ empty$ + swap$ empty$ + and + 'skip$ + 'new.block + if$ +} + +FUNCTION {new.sentence.checka} +{ empty$ + 'skip$ + 'new.sentence + if$ +} + +FUNCTION {new.sentence.checkb} +{ empty$ + swap$ empty$ + and + 'skip$ + 'new.sentence + if$ +} + +FUNCTION {field.or.null} +{ duplicate$ empty$ + { pop$ "" } + 'skip$ + if$ +} + +FUNCTION {emphasize} +{ duplicate$ empty$ + { pop$ "" } + { "{\em " swap$ * "}" * } + if$ +} + +INTEGERS { nameptr namesleft numnames } + +FUNCTION {format.names} +{ 's := + #1 'nameptr := + s num.names$ 'numnames := + numnames 'namesleft := + { namesleft #0 > } + { s nameptr "{f.~}{vv~}{ll}{, jj}" format.name$ 't := + nameptr #1 > + { namesleft #1 > + { ", " * t * } + { numnames #2 > + { "," * } + 'skip$ + if$ + t "others" = + { " et~al." * } + { " and " * t * } + if$ + } + if$ + } + 't + if$ + nameptr #1 + 'nameptr := + + namesleft #1 - 'namesleft := + } + while$ +} + +FUNCTION {format.authors} +{ author empty$ + { "" } + { author format.names } + if$ +} + +FUNCTION {format.editors} +{ editor empty$ + { "" } + { editor format.names + editor num.names$ #1 > + { ", editors" * } + { ", editor" * } + if$ + } + if$ +} + +FUNCTION {format.title} +{ title empty$ + { "" } + { title "t" change.case$ } + if$ +} + +FUNCTION {n.dashify} +{ 't := + "" + { t empty$ not } + { t #1 #1 substring$ "-" = + { t #1 #2 substring$ "--" = not + { "--" * + t #2 global.max$ substring$ 't := + } + { { t #1 #1 substring$ "-" = } + { "-" * + t #2 global.max$ substring$ 't := + } + while$ + } + if$ + } + { t #1 #1 substring$ * + t #2 global.max$ substring$ 't := + } + if$ + } + while$ +} + +FUNCTION {format.date} +{ year empty$ + { month empty$ + { "" } + { "there's a month but no year in " cite$ * warning$ + month + } + if$ + } + { month empty$ + 'year + { month " " * year * } + if$ + } + if$ +} + +FUNCTION {format.btitle} +{ title emphasize +} + +FUNCTION {tie.or.space.connect} +{ duplicate$ text.length$ #3 < + { "~" } + { " " } + if$ + swap$ * * +} + +FUNCTION {either.or.check} +{ empty$ + 'pop$ + { "can't use both " swap$ * " fields in " * cite$ * warning$ } + if$ +} + +FUNCTION {format.bvolume} +{ volume empty$ + { "" } + { "volume" volume tie.or.space.connect + series empty$ + 'skip$ + { " of " * series emphasize * } + if$ + "volume and number" number either.or.check + } + if$ +} + +FUNCTION {format.number.series} +{ volume empty$ + { number empty$ + { series field.or.null } + { output.state mid.sentence = + { "number" } + { "Number" } + if$ + number tie.or.space.connect + series empty$ + { "there's a number but no series in " cite$ * warning$ } + { " in " * series * } + if$ + } + if$ + } + { "" } + if$ +} + +FUNCTION {format.edition} +{ edition empty$ + { "" } + { output.state mid.sentence = + { edition "l" change.case$ " edition" * } + { edition "t" change.case$ " edition" * } + if$ + } + if$ +} + +INTEGERS { multiresult } + +FUNCTION {multi.page.check} +{ 't := + #0 'multiresult := + { multiresult not + t empty$ not + and + } + { t #1 #1 substring$ + duplicate$ "-" = + swap$ duplicate$ "," = + swap$ "+" = + or or + { #1 'multiresult := } + { t #2 global.max$ substring$ 't := } + if$ + } + while$ + multiresult +} + +FUNCTION {format.pages} +{ pages empty$ + { "" } + { pages multi.page.check + { "pages" pages n.dashify tie.or.space.connect } + { "page" pages tie.or.space.connect } + if$ + } + if$ +} + +FUNCTION {format.vol.num.pages} +{ volume field.or.null + number empty$ + 'skip$ + { "(" number * ")" * * + volume empty$ + { "there's a number but no volume in " cite$ * warning$ } + 'skip$ + if$ + } + if$ + pages empty$ + 'skip$ + { duplicate$ empty$ + { pop$ format.pages } + { ":" * pages n.dashify * } + if$ + } + if$ +} + +FUNCTION {format.chapter.pages} +{ chapter empty$ + 'format.pages + { type empty$ + { "chapter" } + { type "l" change.case$ } + if$ + chapter tie.or.space.connect + pages empty$ + 'skip$ + { ", " * format.pages * } + if$ + } + if$ +} + +FUNCTION {format.in.ed.booktitle} +{ booktitle empty$ + { "" } + { editor empty$ + { "In " booktitle emphasize * } + { "In " format.editors * ", " * booktitle emphasize * } + if$ + } + if$ +} + +FUNCTION {empty.misc.check} + +{ author empty$ title empty$ howpublished empty$ + month empty$ year empty$ note empty$ + and and and and and + key empty$ not and + { "all relevant fields are empty in " cite$ * warning$ } + 'skip$ + if$ +} + +FUNCTION {format.thesis.type} +{ type empty$ + 'skip$ + { pop$ + type "t" change.case$ + } + if$ +} + +FUNCTION {format.tr.number} +{ type empty$ + { "Technical Report" } + 'type + if$ + number empty$ + { "t" change.case$ } + { number tie.or.space.connect } + if$ +} + +FUNCTION {format.article.crossref} +{ key empty$ + { journal empty$ + { "need key or journal for " cite$ * " to crossref " * crossref * + warning$ + "" + } + { "In {\em " journal * "\/}" * } + if$ + } + { "In " key * } + if$ + " \cite{" * crossref * "}" * +} + +FUNCTION {format.crossref.editor} +{ editor #1 "{vv~}{ll}" format.name$ + editor num.names$ duplicate$ + #2 > + { pop$ " et~al." * } + { #2 < + 'skip$ + { editor #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" = + { " et~al." * } + { " and " * editor #2 "{vv~}{ll}" format.name$ * } + if$ + } + if$ + } + if$ +} + +FUNCTION {format.book.crossref} +{ volume empty$ + { "empty volume in " cite$ * "'s crossref of " * crossref * warning$ + "In " + } + { "Volume" volume tie.or.space.connect + " of " * + } + if$ + editor empty$ + editor field.or.null author field.or.null = + or + { key empty$ + { series empty$ + { "need editor, key, or series for " cite$ * " to crossref " * + crossref * warning$ + "" * + } + { "{\em " * series * "\/}" * } + if$ + } + { key * } + if$ + } + { format.crossref.editor * } + if$ + " \cite{" * crossref * "}" * +} + +FUNCTION {format.incoll.inproc.crossref} +{ editor empty$ + editor field.or.null author field.or.null = + or + { key empty$ + { booktitle empty$ + { "need editor, key, or booktitle for " cite$ * " to crossref " * + crossref * warning$ + "" + } + { "In {\em " booktitle * "\/}" * } + if$ + } + { "In " key * } + if$ + } + { "In " format.crossref.editor * } + if$ + " \cite{" * crossref * "}" * +} + +FUNCTION {article} +{ output.bibitem + format.authors "author" output.check + new.block + format.title "title" output.check + new.block + crossref missing$ + { journal emphasize "journal" output.check + format.vol.num.pages output + format.date "year" output.check + } + { format.article.crossref output.nonnull + format.pages output + } + if$ + new.block + note output + fin.entry +} + +FUNCTION {book} +{ output.bibitem + author empty$ + { format.editors "author and editor" output.check } + { format.authors output.nonnull + crossref missing$ + { "author and editor" editor either.or.check } + 'skip$ + if$ + } + if$ + new.block + format.btitle "title" output.check + crossref missing$ + { format.bvolume output + new.block + format.number.series output + new.sentence + publisher "publisher" output.check + address output + } + { new.block + format.book.crossref output.nonnull + } + if$ + format.edition output + format.date "year" output.check + new.block + note output + fin.entry +} + +FUNCTION {booklet} +{ output.bibitem + format.authors output + new.block + format.title "title" output.check + howpublished address new.block.checkb + howpublished output + address output + format.date output + new.block + note output + fin.entry +} + +FUNCTION {inbook} +{ output.bibitem + author empty$ + { format.editors "author and editor" output.check } + { format.authors output.nonnull + + crossref missing$ + { "author and editor" editor either.or.check } + 'skip$ + if$ + } + if$ + new.block + format.btitle "title" output.check + crossref missing$ + { format.bvolume output + format.chapter.pages "chapter and pages" output.check + new.block + format.number.series output + new.sentence + publisher "publisher" output.check + address output + } + { format.chapter.pages "chapter and pages" output.check + new.block + format.book.crossref output.nonnull + } + if$ + format.edition output + format.date "year" output.check + new.block + note output + fin.entry +} + +FUNCTION {incollection} +{ output.bibitem + format.authors "author" output.check + new.block + format.title "title" output.check + new.block + crossref missing$ + { format.in.ed.booktitle "booktitle" output.check + format.bvolume output + format.number.series output + format.chapter.pages output + new.sentence + publisher "publisher" output.check + address output + format.edition output + format.date "year" output.check + } + { format.incoll.inproc.crossref output.nonnull + format.chapter.pages output + } + if$ + new.block + note output + fin.entry +} + +FUNCTION {inproceedings} +{ output.bibitem + format.authors "author" output.check + new.block + format.title "title" output.check + new.block + crossref missing$ + { format.in.ed.booktitle "booktitle" output.check + format.bvolume output + format.number.series output + format.pages output + address empty$ + { organization publisher new.sentence.checkb + organization output + publisher output + format.date "year" output.check + } + { address output.nonnull + format.date "year" output.check + new.sentence + organization output + publisher output + } + if$ + } + { format.incoll.inproc.crossref output.nonnull + format.pages output + } + if$ + new.block + note output + fin.entry +} + +FUNCTION {conference} { inproceedings } + +FUNCTION {manual} +{ output.bibitem + author empty$ + { organization empty$ + 'skip$ + { organization output.nonnull + address output + } + if$ + } + { format.authors output.nonnull } + if$ + new.block + format.btitle "title" output.check + author empty$ + { organization empty$ + { address new.block.checka + address output + } + 'skip$ + if$ + } + { organization address new.block.checkb + organization output + address output + } + if$ + format.edition output + format.date output + new.block + note output + fin.entry +} + +FUNCTION {mastersthesis} +{ output.bibitem + format.authors "author" output.check + new.block + format.title "title" output.check + new.block + "Master's thesis" format.thesis.type output.nonnull + school "school" output.check + address output + format.date "year" output.check + new.block + note output + fin.entry +} + +FUNCTION {misc} +{ output.bibitem + format.authors output + title howpublished new.block.checkb + format.title output + howpublished new.block.checka + howpublished output + format.date output + new.block + note output + fin.entry + empty.misc.check +} + +FUNCTION {phdthesis} +{ output.bibitem + format.authors "author" output.check + new.block + format.btitle "title" output.check + new.block + "PhD thesis" format.thesis.type output.nonnull + school "school" output.check + address output + format.date "year" output.check + new.block + note output + fin.entry +} + +FUNCTION {proceedings} +{ output.bibitem + editor empty$ + { organization output } + { format.editors output.nonnull } + + if$ + new.block + format.btitle "title" output.check + format.bvolume output + format.number.series output + address empty$ + { editor empty$ + { publisher new.sentence.checka } + { organization publisher new.sentence.checkb + organization output + } + if$ + publisher output + format.date "year" output.check + } + { address output.nonnull + format.date "year" output.check + new.sentence + editor empty$ + 'skip$ + { organization output } + if$ + publisher output + } + if$ + new.block + note output + fin.entry +} + +FUNCTION {techreport} +{ output.bibitem + format.authors "author" output.check + new.block + format.title "title" output.check + new.block + format.tr.number output.nonnull + institution "institution" output.check + address output + format.date "year" output.check + new.block + note output + fin.entry +} + +FUNCTION {unpublished} +{ output.bibitem + format.authors "author" output.check + new.block + format.title "title" output.check + new.block + note "note" output.check + format.date output + fin.entry +} + +FUNCTION {default.type} { misc } + +MACRO {jan} {"Jan."} + +MACRO {feb} {"Feb."} + +MACRO {mar} {"Mar."} + +MACRO {apr} {"Apr."} + +MACRO {may} {"May"} + +MACRO {jun} {"June"} + +MACRO {jul} {"July"} + +MACRO {aug} {"Aug."} + +MACRO {sep} {"Sept."} + +MACRO {oct} {"Oct."} + +MACRO {nov} {"Nov."} + +MACRO {dec} {"Dec."} + +MACRO {acmcs} {"ACM Comput. Surv."} + +MACRO {acta} {"Acta Inf."} + +MACRO {cacm} {"Commun. ACM"} + +MACRO {ibmjrd} {"IBM J. Res. Dev."} + +MACRO {ibmsj} {"IBM Syst.~J."} + +MACRO {ieeese} {"IEEE Trans. Softw. Eng."} + +MACRO {ieeetc} {"IEEE Trans. Comput."} + +MACRO {ieeetcad} + {"IEEE Trans. Comput.-Aided Design Integrated Circuits"} + +MACRO {ipl} {"Inf. Process. Lett."} + +MACRO {jacm} {"J.~ACM"} + +MACRO {jcss} {"J.~Comput. Syst. Sci."} + +MACRO {scp} {"Sci. Comput. Programming"} + +MACRO {sicomp} {"SIAM J. Comput."} + +MACRO {tocs} {"ACM Trans. Comput. Syst."} + +MACRO {tods} {"ACM Trans. Database Syst."} + +MACRO {tog} {"ACM Trans. Gr."} + +MACRO {toms} {"ACM Trans. Math. Softw."} + +MACRO {toois} {"ACM Trans. Office Inf. Syst."} + +MACRO {toplas} {"ACM Trans. Prog. Lang. Syst."} + +MACRO {tcs} {"Theoretical Comput. Sci."} + +READ + +FUNCTION {sortify} +{ purify$ + "l" change.case$ +} + +INTEGERS { len } + +FUNCTION {chop.word} +{ 's := + 'len := + s #1 len substring$ = + { s len #1 + global.max$ substring$ } + 's + if$ +} + +FUNCTION {sort.format.names} +{ 's := + #1 'nameptr := + "" + s num.names$ 'numnames := + numnames 'namesleft := + { namesleft #0 > } + { nameptr #1 > + { " " * } + 'skip$ + if$ + s nameptr "{vv{ } }{ll{ }}{ f{ }}{ jj{ }}" format.name$ 't := + nameptr numnames = t "others" = and + { "et al" * } + { t sortify * } + if$ + nameptr #1 + 'nameptr := + namesleft #1 - 'namesleft := + } + while$ +} + +FUNCTION {sort.format.title} +{ 't := + "A " #2 + "An " #3 + "The " #4 t chop.word + chop.word + chop.word + sortify + #1 global.max$ substring$ +} + +FUNCTION {author.sort} +{ author empty$ + { key empty$ + { "to sort, need author or key in " cite$ * warning$ + "" + } + { key sortify } + if$ + } + { author sort.format.names } + if$ +} + +FUNCTION {author.editor.sort} +{ author empty$ + { editor empty$ + { key empty$ + { "to sort, need author, editor, or key in " cite$ * warning$ + "" + } + { key sortify } + if$ + } + { editor sort.format.names } + if$ + } + { author sort.format.names } + if$ +} + +FUNCTION {author.organization.sort} +{ author empty$ + + { organization empty$ + { key empty$ + { "to sort, need author, organization, or key in " cite$ * warning$ + "" + } + { key sortify } + if$ + } + { "The " #4 organization chop.word sortify } + if$ + } + { author sort.format.names } + if$ +} + +FUNCTION {editor.organization.sort} +{ editor empty$ + { organization empty$ + { key empty$ + { "to sort, need editor, organization, or key in " cite$ * warning$ + "" + } + { key sortify } + if$ + } + { "The " #4 organization chop.word sortify } + if$ + } + { editor sort.format.names } + if$ +} + +FUNCTION {presort} +{ type$ "book" = + type$ "inbook" = + or + 'author.editor.sort + { type$ "proceedings" = + 'editor.organization.sort + { type$ "manual" = + 'author.organization.sort + 'author.sort + if$ + } + if$ + } + if$ + " " + * + year field.or.null sortify + * + " " + * + title field.or.null + sort.format.title + * + #1 entry.max$ substring$ + 'sort.key$ := +} + +ITERATE {presort} + +SORT + +STRINGS { longest.label } + +INTEGERS { number.label longest.label.width } + +FUNCTION {initialize.longest.label} +{ "" 'longest.label := + #1 'number.label := + #0 'longest.label.width := +} + +FUNCTION {longest.label.pass} +{ number.label int.to.str$ 'label := + number.label #1 + 'number.label := + label width$ longest.label.width > + { label 'longest.label := + label width$ 'longest.label.width := + } + 'skip$ + if$ +} + +EXECUTE {initialize.longest.label} + +ITERATE {longest.label.pass} + +FUNCTION {begin.bib} +{ preamble$ empty$ + 'skip$ + { preamble$ write$ newline$ } + if$ + "\begin{thebibliography}{" longest.label * "}" * + "\itemsep=-1pt" * % Compact the entries a little. + write$ newline$ +} + +EXECUTE {begin.bib} + +EXECUTE {init.state.consts} + +ITERATE {call.type$} + +FUNCTION {end.bib} +{ newline$ + "\end{thebibliography}" write$ newline$ +} + +EXECUTE {end.bib} + +% end of file ieee.bst +% --------------------------------------------------------------- + + + diff --git a/lab7_PHOW/Lab7PHOWLatex/images/C1.eps b/lab7_PHOW/Lab7PHOWLatex/images/C1.eps new file mode 100644 index 0000000..a4480eb --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/C1.eps @@ -0,0 +1,307 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled7.eps +%%CreationDate: 04/07/2016 05:27:57 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 838 4625 mt +(0) s +1390 4480 mt 1390 4428 L +1390 378 mt 1390 429 L +1257 4625 mt +(1000) s +1909 4480 mt 1909 4428 L +1909 378 mt 1909 429 L +1776 4625 mt +(2000) s +2428 4480 mt 2428 4428 L +2428 378 mt 2428 429 L +2295 4625 mt +(3000) s +2948 4480 mt 2948 4428 L +2948 378 mt 2948 429 L +2815 4625 mt +(4000) s +3467 4480 mt 3467 4428 L +3467 378 mt 3467 429 L +3334 4625 mt +(5000) s +3986 4480 mt 3986 4428 L +3986 378 mt 3986 429 L +3853 4625 mt +(6000) s +4506 4480 mt 4506 4428 L +4506 378 mt 4506 429 L +4373 4625 mt +(7000) s +5025 4480 mt 5025 4428 L +5025 378 mt 5025 429 L +4892 4625 mt +(8000) s +5544 4480 mt 5544 4428 L +5544 378 mt 5544 429 L +5411 4625 mt +(9000) s +6064 4480 mt 6064 4428 L +6064 378 mt 6064 429 L +5898 4625 mt +(10000) s + 871 4480 mt 922 4480 L +6064 4480 mt 6012 4480 L + 603 4524 mt +(64.5) s + 871 3659 mt 922 3659 L +6064 3659 mt 6012 3659 L + 703 3703 mt +(65) s + 871 2839 mt 922 2839 L +6064 2839 mt 6012 2839 L + 603 2883 mt +(65.5) s + 871 2018 mt 922 2018 L +6064 2018 mt 6012 2018 L + 703 2062 mt +(66) s + 871 1198 mt 922 1198 L +6064 1198 mt 6012 1198 L + 603 1242 mt +(66.5) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 703 422 mt +(67) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +4674 0 468 0 46 0 876 2018 4 MP stroke +gr + +c8 +0 sg +2919 4768 mt +(Parameter C in SVM) s + 521 2780 mt -90 rotate +(Accuracy [%]) s +90 rotate +1481 283 mt +(Performance with fixed parameters\(nSpatial=[2 4]; nClass=5;\ + nWords=600\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/C2.eps b/lab7_PHOW/Lab7PHOWLatex/images/C2.eps new file mode 100644 index 0000000..25413ad --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/C2.eps @@ -0,0 +1,319 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled8.eps +%%CreationDate: 04/07/2016 05:29:15 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage 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Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: imagenet_small/baseline-result.ps +%%CreationDate: 04/07/2016 01:23:29 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 18 215 563 602 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } 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tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 18 215 563 602 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0216 7344 csm + + 0 110 6540 4652 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6915 5187 rf +6 w +0 -4227 1545 0 0 4227 1668 389 4 MP +PP +-1545 0 0 -4227 1545 0 0 4227 1668 389 5 MP stroke +gs 1668 389 1546 4228 rc +/mwscm { [/Indexed /DeviceRGB 63 + < + 00008f 00009f 0000af 0000bf 0000cf 0000df 0000ef 0000ff 000fff 001fff + 002fff 003fff 004fff 005fff 006fff 007fff 008fff 009fff 00afff 00bfff + 00cfff 00dfff 00efff 00ffff 0fffef 1fffdf 2fffcf 3fffbf 4fffaf 5fff9f + 6fff8f 7fff7f 8fff6f 9fff5f afff4f bfff3f cfff2f dfff1f efff0f ffff00 + ffef00 ffdf00 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bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 838 4625 mt +(0) s +1390 4480 mt 1390 4428 L +1390 378 mt 1390 429 L +1324 4625 mt +(10) s +1909 4480 mt 1909 4428 L +1909 378 mt 1909 429 L +1843 4625 mt +(20) s +2428 4480 mt 2428 4428 L +2428 378 mt 2428 429 L +2362 4625 mt +(30) s +2948 4480 mt 2948 4428 L +2948 378 mt 2948 429 L +2882 4625 mt +(40) s +3467 4480 mt 3467 4428 L +3467 378 mt 3467 429 L +3401 4625 mt +(50) s +3986 4480 mt 3986 4428 L +3986 378 mt 3986 429 L +3920 4625 mt +(60) s +4506 4480 mt 4506 4428 L +4506 378 mt 4506 429 L +4440 4625 mt +(70) s +5025 4480 mt 5025 4428 L +5025 378 mt 5025 429 L +4959 4625 mt +(80) s +5544 4480 mt 5544 4428 L +5544 378 mt 5544 429 L +5478 4625 mt +(90) s +6064 4480 mt 6064 4428 L +6064 378 mt 6064 429 L +5964 4625 mt +(100) s + 871 4480 mt 922 4480 L +6064 4480 mt 6012 4480 L + 703 4524 mt +(10) s + 871 3796 mt 922 3796 L +6064 3796 mt 6012 3796 L + 703 3840 mt +(20) s + 871 3112 mt 922 3112 L +6064 3112 mt 6012 3112 L + 703 3156 mt +(30) s + 871 2429 mt 922 2429 L +6064 2429 mt 6012 2429 L + 703 2473 mt +(40) s + 871 1745 mt 922 1745 L +6064 1745 mt 6012 1745 L + 703 1789 mt +(50) s + 871 1061 mt 922 1061 L +6064 1061 mt 6012 1061 L + 703 1105 mt +(60) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 703 422 mt +(70) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +2597 102 2337 3159 1130 651 3 MP stroke +gr + +c8 +0 sg +2956 4768 mt +(Number of Classes) s + 621 2780 mt -90 rotate +(Accuracy [%]) s +90 rotate +1555 283 mt +(Performance with fixed parameters\(nWords = 600; nSpatial=[2\ + 4]; C=10\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/nClass2.eps b/lab7_PHOW/Lab7PHOWLatex/images/nClass2.eps new file mode 100644 index 0000000..5e13ff9 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/nClass2.eps @@ -0,0 +1,311 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled2.eps +%%CreationDate: 04/07/2016 04:28:21 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 838 4625 mt +(0) s +1390 4480 mt 1390 4428 L +1390 378 mt 1390 429 L +1324 4625 mt +(10) s +1909 4480 mt 1909 4428 L +1909 378 mt 1909 429 L +1843 4625 mt +(20) s +2428 4480 mt 2428 4428 L +2428 378 mt 2428 429 L +2362 4625 mt +(30) s +2948 4480 mt 2948 4428 L +2948 378 mt 2948 429 L +2882 4625 mt +(40) s +3467 4480 mt 3467 4428 L +3467 378 mt 3467 429 L +3401 4625 mt +(50) s +3986 4480 mt 3986 4428 L +3986 378 mt 3986 429 L +3920 4625 mt +(60) s +4506 4480 mt 4506 4428 L +4506 378 mt 4506 429 L +4440 4625 mt +(70) s +5025 4480 mt 5025 4428 L +5025 378 mt 5025 429 L +4959 4625 mt +(80) s +5544 4480 mt 5544 4428 L +5544 378 mt 5544 429 L +5478 4625 mt +(90) s +6064 4480 mt 6064 4428 L +6064 378 mt 6064 429 L +5964 4625 mt +(100) s + 871 4480 mt 922 4480 L +6064 4480 mt 6012 4480 L + 770 4524 mt +(0) s + 871 3796 mt 922 3796 L +6064 3796 mt 6012 3796 L + 636 3840 mt +(200) s + 871 3112 mt 922 3112 L +6064 3112 mt 6012 3112 L + 636 3156 mt +(400) s + 871 2429 mt 922 2429 L +6064 2429 mt 6012 2429 L + 636 2473 mt +(600) s + 871 1745 mt 922 1745 L +6064 1745 mt 6012 1745 L + 636 1789 mt +(800) s + 871 1061 mt 922 1061 L +6064 1061 mt 6012 1061 L + 570 1105 mt +(1000) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 570 422 mt +(1200) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +2597 -3628 2337 -416 1130 4422 3 MP stroke +gr + +c8 +0 sg +2956 4768 mt +(Number of Classes) s + 488 2980 mt -90 rotate +(Time of execution [s]) s +90 rotate +1555 283 mt +(Performance with fixed parameters\(nWords = 600; nSpatial=[2\ + 4]; C=10\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/nSpatial1.eps b/lab7_PHOW/Lab7PHOWLatex/images/nSpatial1.eps new file mode 100644 index 0000000..1172972 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/nSpatial1.eps @@ -0,0 +1,303 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled3.eps +%%CreationDate: 04/07/2016 04:37:04 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 838 4625 mt +(0) s +1612 4480 mt 1612 4428 L +1612 378 mt 1612 429 L +1579 4625 mt +(5) s +2354 4480 mt 2354 4428 L +2354 378 mt 2354 429 L +2288 4625 mt +(10) s +3096 4480 mt 3096 4428 L +3096 378 mt 3096 429 L +3030 4625 mt +(15) s +3838 4480 mt 3838 4428 L +3838 378 mt 3838 429 L +3772 4625 mt +(20) s +4580 4480 mt 4580 4428 L +4580 378 mt 4580 429 L +4514 4625 mt +(25) s +5322 4480 mt 5322 4428 L +5322 378 mt 5322 429 L +5256 4625 mt +(30) s +6064 4480 mt 6064 4428 L +6064 378 mt 6064 429 L +5998 4625 mt +(35) s + 871 4480 mt 922 4480 L +6064 4480 mt 6012 4480 L + 703 4524 mt +(59) s + 871 3894 mt 922 3894 L +6064 3894 mt 6012 3894 L + 703 3938 mt +(60) s + 871 3308 mt 922 3308 L +6064 3308 mt 6012 3308 L + 703 3352 mt +(61) s + 871 2722 mt 922 2722 L +6064 2722 mt 6012 2722 L + 703 2766 mt +(62) s + 871 2136 mt 922 2136 L +6064 2136 mt 6012 2136 L + 703 2180 mt +(63) s + 871 1550 mt 922 1550 L +6064 1550 mt 6012 1550 L + 703 1594 mt +(64) s + 871 964 mt 922 964 L +6064 964 mt 6012 964 L + 703 1008 mt +(65) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 703 422 mt +(66) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +2374 1757 1187 -4102 593 1173 297 1757 1167 1550 5 MP stroke +gr + +c8 +0 sg +2917 4768 mt +(Spatial partition \(x,y\)) s + 621 2780 mt -90 rotate +(Accuracy [%]) s +90 rotate +1671 283 mt +(Performance with fixed parameters\(nWords = 600; nClass=5; C\ +=10\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/nSpatial2.eps b/lab7_PHOW/Lab7PHOWLatex/images/nSpatial2.eps new file mode 100644 index 0000000..bb05b08 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/nSpatial2.eps @@ -0,0 +1,311 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled4.eps +%%CreationDate: 04/07/2016 04:40:55 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 838 4625 mt +(0) s +1612 4480 mt 1612 4428 L +1612 378 mt 1612 429 L +1579 4625 mt +(5) s +2354 4480 mt 2354 4428 L +2354 378 mt 2354 429 L +2288 4625 mt +(10) s +3096 4480 mt 3096 4428 L +3096 378 mt 3096 429 L +3030 4625 mt +(15) s +3838 4480 mt 3838 4428 L +3838 378 mt 3838 429 L +3772 4625 mt +(20) s +4580 4480 mt 4580 4428 L +4580 378 mt 4580 429 L +4514 4625 mt +(25) s +5322 4480 mt 5322 4428 L +5322 378 mt 5322 429 L +5256 4625 mt +(30) s +6064 4480 mt 6064 4428 L +6064 378 mt 6064 429 L +5998 4625 mt +(35) s + 871 4480 mt 922 4480 L +6064 4480 mt 6012 4480 L + 603 4524 mt +(15.5) s + 871 4024 mt 922 4024 L +6064 4024 mt 6012 4024 L + 703 4068 mt +(16) s + 871 3568 mt 922 3568 L +6064 3568 mt 6012 3568 L + 603 3612 mt +(16.5) s + 871 3112 mt 922 3112 L +6064 3112 mt 6012 3112 L + 703 3156 mt +(17) s + 871 2656 mt 922 2656 L +6064 2656 mt 6012 2656 L + 603 2700 mt +(17.5) s + 871 2201 mt 922 2201 L +6064 2201 mt 6012 2201 L + 703 2245 mt +(18) s + 871 1745 mt 922 1745 L +6064 1745 mt 6012 1745 L + 603 1789 mt +(18.5) s + 871 1289 mt 922 1289 L +6064 1289 mt 6012 1289 L + 703 1333 mt +(19) s + 871 833 mt 922 833 L +6064 833 mt 6012 833 L + 603 877 mt +(19.5) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 703 422 mt +(20) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +2374 -2979 1187 1717 593 -1893 297 -634 1167 4190 5 MP stroke +gr + +c8 +0 sg +2917 4768 mt +(Spatial partition \(x,y\)) s + 521 2980 mt -90 rotate +(Time of execution [s]) s +90 rotate +1671 283 mt +(Performance with fixed parameters\(nWords = 600; nClass=5; C\ +=10\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/nTrain1.eps b/lab7_PHOW/Lab7PHOWLatex/images/nTrain1.eps new file mode 100644 index 0000000..012fe51 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/nTrain1.eps @@ -0,0 +1,346 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/nTrain1.eps +%%CreationDate: 04/07/2016 07:35:48 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage 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+/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +85 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 771 4625 mt +(300) s +1736 4480 mt 1736 4428 L +1736 378 mt 1736 429 L 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378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +1731 0 1731 2051 1731 -4102 871 4480 4 MP stroke +gr + +c8 +0 sg +3010 4768 mt +(Number of words) s + 621 2780 mt -90 rotate +(Accuracy [%]) s +90 rotate +1643 283 mt +(Performance with fixed parameters\(nSpatial = [2 4]; nClass=\ +5; C=10\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/nWords2.eps b/lab7_PHOW/Lab7PHOWLatex/images/nWords2.eps new file mode 100644 index 0000000..c472938 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/nWords2.eps @@ -0,0 +1,311 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled6.eps +%%CreationDate: 04/07/2016 05:24:43 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage 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1198 L +6064 1198 mt 6012 1198 L + 703 1242 mt +(16) s + 871 788 mt 922 788 L +6064 788 mt 6012 788 L + 603 832 mt +(16.5) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 703 422 mt +(17) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +1731 -1127 1731 -898 1731 -1670 871 4313 4 MP stroke +gr + +c8 +0 sg +3010 4768 mt +(Number of words) s + 521 2980 mt -90 rotate +(Time of execution [s]) s +90 rotate +1643 283 mt +(Performance with fixed parameters\(nSpatial = [2 4]; nClass=\ +5; C=10\)) s + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/pHOG1.eps b/lab7_PHOW/Lab7PHOWLatex/images/pHOG1.eps new file mode 100644 index 0000000..cb9fe0f --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/pHOG1.eps @@ -0,0 +1,382 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled9.eps +%%CreationDate: 04/07/2016 05:37:08 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage +%%EndPageSetup + +%%BeginObject: obj1 +bplot + +/dpi2point 12 def +portraitMode 0204 7572 csm + + 0 0 6700 5034 rc +86 dict begin %Colortable dictionary +/c0 { 0.000000 0.000000 0.000000 sr} bdef +/c1 { 1.000000 1.000000 1.000000 sr} bdef +/c2 { 0.900000 0.000000 0.000000 sr} bdef +/c3 { 0.000000 0.820000 0.000000 sr} bdef +/c4 { 0.000000 0.000000 0.800000 sr} bdef +/c5 { 0.910000 0.820000 0.320000 sr} bdef +/c6 { 1.000000 0.260000 0.820000 sr} bdef +/c7 { 0.000000 0.820000 0.820000 sr} bdef +c0 +1 j +1 sg + 0 0 6701 5035 rf +6 w +0 4102 5193 0 0 -4102 871 4480 4 MP +PP +-5193 0 0 4102 5193 0 0 -4102 871 4480 5 MP stroke +4 w +DO +SO +6 w +0 sg + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L + 871 4480 mt 6064 4480 L + 871 4480 mt 871 378 L + 871 4480 mt 871 4428 L + 871 378 mt 871 429 L +%%IncludeResource: font Helvetica +/Helvetica /ISOLatin1Encoding 120 FMSR + + 838 4625 mt +(0) s +1390 4480 mt 1390 4428 L +1390 378 mt 1390 429 L 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2429 mt 6012 2429 L + 703 2473 mt +(67) s + 871 1916 mt 922 1916 L +6064 1916 mt 6012 1916 L + 703 1960 mt +(68) s + 871 1403 mt 922 1403 L +6064 1403 mt 6012 1403 L + 703 1447 mt +(69) s + 871 890 mt 922 890 L +6064 890 mt 6012 890 L + 703 934 mt +(70) s + 871 378 mt 922 378 L +6064 378 mt 6012 378 L + 703 422 mt +(71) s + 871 4480 mt 6064 4480 L + 871 378 mt 6064 378 L + 871 4480 mt 871 378 L +6064 4480 mt 6064 378 L +gs 871 378 5194 4103 rc +/c8 { 0.000000 0.000000 1.000000 sr} bdef +c8 +5193 3077 871 1403 2 MP stroke +/c9 { 1.000000 0.000000 0.000000 sr} bdef +c9 +5193 -513 871 1916 2 MP stroke +0 sg +5193 2563 871 378 2 MP stroke +/c10 { 0.000000 1.000000 0.000000 sr} bdef +c10 +5193 1538 871 1403 2 MP stroke +gr + +c10 +0 sg +3010 4768 mt +(HOG parameters) s + 621 2780 mt -90 rotate +(Accuracy [%]) s +90 rotate +1676 283 mt +(Performance with fixed parameters\(nSpatial=[2 4]; nClass=5;\ + C=10\)) s + 830 4547 mt +( ) s +6024 444 mt +( ) s +1 sg +0 737 1318 0 0 -737 2808 4336 4 MP +PP +-1318 0 0 737 1318 0 0 -737 2808 4336 5 MP stroke +4 w +DO +SO +6 w +0 sg +2808 4336 mt 4126 4336 L +2808 3599 mt 4126 3599 L +2808 4336 mt 2808 3599 L +4126 4336 mt 4126 3599 L +2808 4336 mt 4126 4336 L +2808 4336 mt 2808 3599 L +2808 4336 mt 4126 4336 L +2808 3599 mt 4126 3599 L +2808 4336 mt 2808 3599 L +4126 4336 mt 4126 3599 L +3276 3749 mt +(nWords = 300) s +gs 2808 3599 1319 738 rc +c8 +360 0 2879 3706 2 MP stroke +gr + +c8 +0 sg +3276 3923 mt +(nWords = 400) s +gs 2808 3599 1319 738 rc +c9 +360 0 2879 3880 2 MP stroke +gr + +c9 +0 sg +3276 4097 mt +(nWords = 500) s +gs 2808 3599 1319 738 rc +360 0 2879 4054 2 MP stroke +gr + +3276 4271 mt +(nWords = 600) s +gs 2808 3599 1319 738 rc +c10 +360 0 2879 4228 2 MP stroke +gr + +c10 + +end %%Color Dict + +eplot +%%EndObject + +epage +end + +showpage + +%%Trailer +%%EOF diff --git a/lab7_PHOW/Lab7PHOWLatex/images/pHOG2.eps b/lab7_PHOW/Lab7PHOWLatex/images/pHOG2.eps new file mode 100644 index 0000000..8682887 --- /dev/null +++ b/lab7_PHOW/Lab7PHOWLatex/images/pHOG2.eps @@ -0,0 +1,390 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Creator: MATLAB, The MathWorks, Inc. Version 8.1.0.604 (R2013a). Operating System: Darwin 15.4.0 Darwin Kernel Version 15.4.0: Fri Feb 26 22:08:05 PST 2016; root:xnu-3248.40.184~3/RELEASE_X86_64 x86_64. +%%Title: /Users/julialex/Desktop/untitled10.eps +%%CreationDate: 04/07/2016 05:39:29 +%%DocumentNeededFonts: Helvetica +%%DocumentProcessColors: Cyan Magenta Yellow Black +%%LanguageLevel: 2 +%%Pages: 1 +%%BoundingBox: 17 211 575 631 +%%EndComments + +%%BeginProlog +% MathWorks dictionary +/MathWorks 160 dict begin +% definition operators +/bdef {bind def} bind def +/ldef {load def} bind def +/xdef {exch def} bdef +/xstore {exch store} bdef +% operator abbreviations +/c /clip ldef +/cc /concat ldef +/cp /closepath ldef +/gr /grestore ldef +/gs /gsave ldef +/mt /moveto ldef +/np /newpath ldef +/cm /currentmatrix ldef +/sm /setmatrix ldef +/rm /rmoveto ldef +/rl /rlineto ldef +/s {show newpath} bdef +/sc {setcmykcolor} bdef +/sr /setrgbcolor ldef +/sg /setgray ldef +/w /setlinewidth ldef +/j /setlinejoin ldef +/cap /setlinecap ldef +/rc {rectclip} bdef +/rf {rectfill} bdef +% page state control +/pgsv () def +/bpage {/pgsv save def} bdef +/epage {pgsv restore} bdef +/bplot /gsave ldef +/eplot {stroke grestore} bdef +% orientation switch +/portraitMode 0 def /landscapeMode 1 def /rotateMode 2 def +% coordinate system mappings +/dpi2point 0 def +% font control +/FontSize 0 def +/FMS {/FontSize xstore findfont [FontSize 0 0 FontSize neg 0 0] + makefont setfont} bdef +/reencode {exch dup where {pop load} {pop StandardEncoding} ifelse + exch dup 3 1 roll findfont dup length dict begin + { 1 index /FID ne {def}{pop pop} ifelse } forall + /Encoding exch def currentdict end definefont pop} bdef +/isroman {findfont /CharStrings get /Agrave known} bdef +/FMSR {3 1 roll 1 index dup isroman {reencode} {pop pop} ifelse + exch FMS} bdef +/csm {1 dpi2point div -1 dpi2point div scale neg translate + dup landscapeMode eq {pop -90 rotate} + {rotateMode eq {90 rotate} if} ifelse} bdef +% line types: solid, dotted, dashed, dotdash +/SO { [] 0 setdash } bdef +/DO { [.5 dpi2point mul 4 dpi2point mul] 0 setdash } bdef +/DA { [6 dpi2point mul] 0 setdash } bdef +/DD { [.5 dpi2point mul 4 dpi2point mul 6 dpi2point mul 4 + dpi2point mul] 0 setdash } bdef +% macros for lines and objects +/L {lineto stroke} bdef +/MP {3 1 roll moveto 1 sub {rlineto} repeat} bdef +/AP {{rlineto} repeat} bdef +/PDlw -1 def +/W {/PDlw currentlinewidth def setlinewidth} def +/PP {closepath eofill} bdef +/DP {closepath stroke} bdef +/MR {4 -2 roll moveto dup 0 exch rlineto exch 0 rlineto + neg 0 exch rlineto closepath} bdef +/FR {MR stroke} bdef +/PR {MR fill} bdef +/L1i {{currentfile picstr readhexstring pop} image} bdef +/tMatrix matrix def +/MakeOval {newpath tMatrix currentmatrix pop translate scale +0 0 1 0 360 arc tMatrix setmatrix} bdef +/FO {MakeOval stroke} bdef +/PO {MakeOval fill} bdef +/PD {currentlinewidth 2 div 0 360 arc fill + PDlw -1 eq not {PDlw w /PDlw -1 def} if} def +/FA {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arc tMatrix setmatrix stroke} bdef +/PA {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arc closepath tMatrix setmatrix fill} bdef +/FAn {newpath tMatrix currentmatrix pop translate scale + 0 0 1 5 -2 roll arcn tMatrix setmatrix stroke} bdef +/PAn {newpath tMatrix currentmatrix pop translate 0 0 moveto scale + 0 0 1 5 -2 roll arcn closepath tMatrix setmatrix fill} bdef +/vradius 0 def /hradius 0 def /lry 0 def +/lrx 0 def /uly 0 def /ulx 0 def /rad 0 def +/MRR {/vradius xdef /hradius xdef /lry xdef /lrx xdef /uly xdef + /ulx xdef newpath tMatrix currentmatrix pop ulx hradius add uly + vradius add translate hradius vradius scale 0 0 1 180 270 arc + tMatrix setmatrix lrx hradius sub uly vradius add translate + hradius vradius scale 0 0 1 270 360 arc tMatrix setmatrix + lrx hradius sub lry vradius sub translate hradius vradius scale + 0 0 1 0 90 arc tMatrix setmatrix ulx hradius add lry vradius sub + translate hradius vradius scale 0 0 1 90 180 arc tMatrix setmatrix + closepath} bdef +/FRR {MRR stroke } bdef +/PRR {MRR fill } bdef +/MlrRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lry uly sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 90 270 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 270 90 arc tMatrix setmatrix + closepath} bdef +/FlrRR {MlrRR stroke } bdef +/PlrRR {MlrRR fill } bdef +/MtbRR {/lry xdef /lrx xdef /uly xdef /ulx xdef /rad lrx ulx sub 2 div def + newpath tMatrix currentmatrix pop ulx rad add uly rad add translate + rad rad scale 0 0 1 180 360 arc tMatrix setmatrix lrx rad sub lry rad + sub translate rad rad scale 0 0 1 0 180 arc tMatrix setmatrix + closepath} bdef +/FtbRR {MtbRR stroke } bdef +/PtbRR {MtbRR fill } bdef +/stri 6 array def /dtri 6 array def +/smat 6 array def /dmat 6 array def +/tmat1 6 array def /tmat2 6 array def /dif 3 array def +/asub {/ind2 exch def /ind1 exch def dup dup + ind1 get exch ind2 get sub exch } bdef +/tri_to_matrix { + 2 0 asub 3 1 asub 4 0 asub 5 1 asub + dup 0 get exch 1 get 7 -1 roll astore } bdef +/compute_transform { + dmat dtri tri_to_matrix tmat1 invertmatrix + smat stri tri_to_matrix tmat2 concatmatrix } bdef +/ds {stri astore pop} bdef +/dt {dtri astore pop} bdef +/db {2 copy /cols xdef /rows xdef mul dup 3 mul string + currentfile + 3 index 0 eq {/ASCIIHexDecode filter} + {/ASCII85Decode filter 3 index 2 eq {/RunLengthDecode filter} if } + ifelse exch readstring pop + dup 0 3 index getinterval /rbmap xdef + dup 2 index dup getinterval /gbmap xdef + 1 index dup 2 mul exch getinterval /bbmap xdef pop pop}bdef +/it {gs np dtri aload pop moveto lineto lineto cp c + cols rows 8 compute_transform + rbmap gbmap bbmap true 3 colorimage gr}bdef +/il {newpath moveto lineto stroke}bdef +currentdict end def +%%EndProlog + +%%BeginSetup +MathWorks begin + +0 cap + +end +%%EndSetup + +%%Page: 1 1 +%%BeginPageSetup +%%PageBoundingBox: 17 211 575 631 +MathWorks begin +bpage 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