diff --git a/Gaze Detection/caught/suspect_1.jpg b/Gaze Detection/caught/suspect_1.jpg
index 96e7614..ce441ac 100644
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diff --git a/Gaze Detection/caught/suspect_10.jpg b/Gaze Detection/caught/suspect_10.jpg
new file mode 100644
index 0000000..aedd922
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diff --git a/Gaze Detection/caught/suspect_12.jpg b/Gaze Detection/caught/suspect_12.jpg
new file mode 100644
index 0000000..9746231
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diff --git a/Gaze Detection/caught/suspect_2.jpg b/Gaze Detection/caught/suspect_2.jpg
index 4e460f0..c14b6e1 100644
Binary files a/Gaze Detection/caught/suspect_2.jpg and b/Gaze Detection/caught/suspect_2.jpg differ
diff --git a/Gaze Detection/caught/suspect_3.jpg b/Gaze Detection/caught/suspect_3.jpg
deleted file mode 100644
index 0b8b6fe..0000000
Binary files a/Gaze Detection/caught/suspect_3.jpg and /dev/null differ
diff --git a/Gaze Detection/caught/suspect_4.jpg b/Gaze Detection/caught/suspect_4.jpg
deleted file mode 100644
index 09d62ec..0000000
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diff --git a/Gaze Detection/caught/suspect_6.jpg b/Gaze Detection/caught/suspect_6.jpg
new file mode 100644
index 0000000..a297adc
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diff --git a/Gaze Detection/clean_up.py b/Gaze Detection/clean_up.py
new file mode 100644
index 0000000..dcbcaa9
--- /dev/null
+++ b/Gaze Detection/clean_up.py
@@ -0,0 +1,51 @@
+import face_recognition
+import os
+
+
+# Removes duplicates of suspects
+def cleanUp():
+ dir = "caught/"
+ fileCount = len(os.listdir(dir))
+ print("num of images: " + str(fileCount))
+ if(os.path.exists(dir + "suspect_1.jpg")):
+ # Adds suspect_1 to the individual suspects array
+ suspect1 = face_recognition.load_image_file(dir + "suspect_1.jpg")
+ suspect1Encoding = face_recognition.face_encodings(suspect1)[0]
+ individual_suspects = [suspect1Encoding]
+ i=2
+ # Iterates from suspect_2 to the last suspect
+ for suspects in range(2,fileCount+1):
+ image,i = loadNextImage(i)
+ try:
+ imageEncoding = face_recognition.face_encodings(image)[0]
+ except IndexError:
+ print("there are no detected faces")
+ i+=1
+ continue
+ # results is a boolean array that compares the encoding with each individual suspect
+ results = face_recognition.compare_faces(individual_suspects, imageEncoding)
+ if(not True in results):
+ # suspect is a new individual and is added to the array
+ individual_suspects.append(imageEncoding)
+ else:
+ os.remove(dir + "suspect_" + str(i)+ ".jpg")
+ print("suspect_" + str(i) + " was removed")
+ i+=1
+ numIndividualSuspects = len(individual_suspects)
+ print("num of individual suspects: " + str(numIndividualSuspects))
+ else:
+ return
+
+# Gets the next valid image
+# i is the index of the next valid image
+def loadNextImage(j):
+ i=j
+ while os.path.exists(dir):
+ try:
+ image = face_recognition.load_image_file(dir + "suspect_" + str(i) +".jpg")
+ return image,i
+ except FileNotFoundError:
+ i+=1
+ continue
+
+cleanUp()
\ No newline at end of file
diff --git a/Gaze Detection/real_time.py b/Gaze Detection/real_time.py
index 4d281c5..8c66f61 100644
--- a/Gaze Detection/real_time.py
+++ b/Gaze Detection/real_time.py
@@ -37,6 +37,14 @@
solid = True
initial = True
+# Checks if a face encoding exists in current known face encodings
+def checkDupe(face_encoding):
+ results = face_recognition.compare_faces(known_face_encodings, face_encoding)
+ if(not True in results):
+ return False
+ else:
+ return True
+
#We will only anylyze every 5 frames facial features
frame_count = 0
@@ -106,6 +114,21 @@
known_face_encodings.append(suspect_face_encoding)
known_face_names.append("SUSPECT_" + str(suspect_num))
+ if(len(face_recognition.face_encodings(suspect_image)) != 0):
+ suspect_face_encoding = face_recognition.face_encodings(suspect_image)[0]
+ # Removes frame from storage if encoding returns duplicate
+ if(checkDupe(suspect_face_encoding)):
+ print("captured frame is a duplicate. Removing...")
+ os.remove(storage + "/suspect_" + str(suspect_num) + ".jpg")
+ suspect_num -= 1
+ continue
+ #Initialize suspition level
+ suspicion_levels.append(0)
+ print("Suspect priorities: "+ str(suspicion_levels))
+ #add it to list of known faces
+ known_face_encodings.append(suspect_face_encoding)
+ known_face_names.append("SUSPECT_" + str(suspect_num))
+ print("suspect_" + str(suspect_num) + " detected")
face_names.append(name)
diff --git a/Gaze Detection/server.html b/Gaze Detection/server.html
new file mode 100644
index 0000000..9a4d35a
--- /dev/null
+++ b/Gaze Detection/server.html
@@ -0,0 +1,11 @@
+
+
+
+
+ Gaze Detection Server
+
+
+ Most Recent Suspect
+ 
+
+
\ No newline at end of file
diff --git a/Gaze Detection/server.py b/Gaze Detection/server.py
new file mode 100644
index 0000000..47ea771
--- /dev/null
+++ b/Gaze Detection/server.py
@@ -0,0 +1,18 @@
+from http.server import HTTPServer, SimpleHTTPRequestHandler
+
+class Server(SimpleHTTPRequestHandler):
+
+ def do_get(self):
+ if self.path == '/':
+ self.path = '/index.html'
+ try:
+ file_to_open = open(self.path[1:]).read()
+ self.send_response(200)
+ except:
+ file_to_open = "File Not Found"
+ self.send_response(404)
+ self.end_headers()
+ self.wfile.write(bytes(file_to_open, 'utf-8'))
+
+httpd = HTTPServer(('localhost', 8080), Server)
+httpd.serve_forever()
\ No newline at end of file