diff --git a/_/T5-MDLCC.ipynb b/_/T5-MDLCC.ipynb
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-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Mateo de la Cuadra Copetta\n",
-    "Github:         mateodlcc  \n",
-    "n° de alumno:   21637407   "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<h1 style=\"text-align: center;\">\n",
-    "[IIC2613] - Inteligencia Artificial\n",
-    "</h1>\n",
-    "<h2 style=\"text-align: center;\"> Tarea 5: Localización de Rostros </h2>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Para el desarrollo de la tarea se utilizará YOLO V8.  \n",
-    "\n",
-    "Para ello usaremos las siguientes librerías:\n",
-    "\n",
-    "| Librerías     | Instalación |\n",
-    "|-----------    |:-----------:|\n",
-    "|ultralytics    |pip3 install ultralytics|\n",
-    "| torch         |pip uninstall torch && pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118|\n",
-    "| PIL           |pip install pillow|\n",
-    "|os             | - |\n",
-    "|opencv (cv2)   | pip install opencv-python|\n",
-    "|mss            | pip install mss|"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import random\n",
-    "import shutil\n",
-    "import os\n",
-    "from ultralytics import YOLO\n",
-    "from mss import mss\n",
-    "import numpy as np\n",
-    "import cv2\n",
-    "import torch"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Preprocesamiento de datos"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dataset transformado exitosamente\n",
-      "Train: 1542\n",
-      "Test: 441\n",
-      "Validation: 221\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Leer el dataset\n",
-    "df = pd.read_csv('faces.csv')\n",
-    "\n",
-    "# Crear la carpeta labels\n",
-    "if not os.path.exists('labels'):\n",
-    "    os.makedirs('labels')\n",
-    "\n",
-    "# Crear los archivos .txt\n",
-    "for image in df['image_name'].unique():\n",
-    "    with open(f'labels/{image.replace(\".jpg\", \".txt\")}', 'w') as file:\n",
-    "        for _, row in df[df['image_name'] == image].iterrows():\n",
-    "            x_center = (row['x0'] + row['x1']) / (2 * row['width'])\n",
-    "            y_center = (row['y0'] + row['y1']) / (2 * row['height'])\n",
-    "            width = (row['x1'] - row['x0']) / row['width']\n",
-    "            height = (row['y1'] - row['y0']) / row['height']\n",
-    "            file.write(f'0 {x_center} {y_center} {width} {height}\\n')\n",
-    "\n",
-    "# Obtener la lista de imagenes y mezclarla\n",
-    "images = df['image_name'].unique()\n",
-    "random.shuffle(images)\n",
-    "\n",
-    "# Separar la lista en train, test y validation (70%, 20%, 10%)\n",
-    "train_images = images[:int(0.7 * len(images))]\n",
-    "test_images = images[int(0.7 * len(images)):int(0.9 * len(images))]\n",
-    "validation_images = images[int(0.9 * len(images)):]\n",
-    "\n",
-    "# Crear las carpetas\n",
-    "# train\n",
-    "if not os.path.exists('train'):\n",
-    "    os.makedirs('train')\n",
-    "if not os.path.exists('train/images'):\n",
-    "    os.makedirs('train/images')\n",
-    "if not os.path.exists('train/labels'):\n",
-    "    os.makedirs('train/labels')\n",
-    "\n",
-    "# test\n",
-    "if not os.path.exists('test'):\n",
-    "    os.makedirs('test')\n",
-    "if not os.path.exists('test/images'):\n",
-    "    os.makedirs('test/images')\n",
-    "if not os.path.exists('test/labels'):\n",
-    "    os.makedirs('test/labels')\n",
-    "\n",
-    "# validation\n",
-    "if not os.path.exists('validation'):\n",
-    "    os.makedirs('validation')\n",
-    "if not os.path.exists('validation/images'):\n",
-    "    os.makedirs('validation/images')\n",
-    "if not os.path.exists('validation/labels'):\n",
-    "    os.makedirs('validation/labels')\n",
-    "\n",
-    "# Copiar las imagenes a las carpetas\n",
-    "for image in train_images:\n",
-    "    shutil.copy(f'images/{image}', 'train/images')\n",
-    "for image in test_images:\n",
-    "    shutil.copy(f'images/{image}', 'test/images')\n",
-    "for image in validation_images:\n",
-    "    shutil.copy(f'images/{image}', 'validation/images')\n",
-    "\n",
-    "# Copiar los labels a las carpetasn\n",
-    "for image in train_images:\n",
-    "    shutil.copy(f'labels/{image.replace(\".jpg\", \".txt\")}', 'train/labels')\n",
-    "for image in test_images:\n",
-    "    shutil.copy(f'labels/{image.replace(\".jpg\", \".txt\")}', 'test/labels')\n",
-    "for image in validation_images:\n",
-    "    shutil.copy(f'labels/{image.replace(\".jpg\", \".txt\")}', 'validation/labels')\n",
-    "\n",
-    "# Mostrar el resultado\n",
-    "print('Dataset transformado exitosamente')\n",
-    "print(f'Train: {len(train_images)}')\n",
-    "print(f'Test: {len(test_images)}')\n",
-    "print(f'Validation: {len(validation_images)}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Entrenamiento"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CUDA está disponible. Los modelos usarán la GPU.\n",
-      "cuda\n"
-     ]
-    }
-   ],
-   "source": [
-    "if torch.cuda.is_available():\n",
-    "    print(\"CUDA está disponible. Los modelos usarán la GPU.\")\n",
-    "    device = torch.device(\"cuda\")\n",
-    "else:\n",
-    "    print(\"CUDA no está disponible. Los modelos usarán la CPU.\")\n",
-    "    device = torch.device(\"cpu\")\n",
-    "\n",
-    "print(device)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "A continuación tenemos los modelos disponibles de Yolo V8, nosotros usaremos YOLOv8n:\n",
-    "| Model | Size (pixels) | mAPval50-95 | SpeedCPU ONNX(ms) | SpeedA100 TensorRT(ms) | Params(M) | FLOPs(B) |\n",
-    "|-------|---------------|-------------|--------------------|------------------------|-----------|----------|\n",
-    "| YOLOv8n | 640 | 37.3 | 80.4 | 0.99 | 3.2 | 8.7 |\n",
-    "| YOLOv8s | 640 | 44.9 | 128.4 | 1.20 | 11.2 | 28.6 |\n",
-    "| YOLOv8m | 640 | 50.2 | 234.7 | 1.83 | 25.9 | 78.9 |\n",
-    "| YOLOv8l | 640 | 52.9 | 375.2 | 2.39 | 43.7 | 165.2 |\n",
-    "| YOLOv8x | 640 | 53.9 | 479.1 | 3.53 | 68.2 | 257.8 |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Cargamos el modelo\n",
-    "model = YOLO(\"yolov8n.pt\")\n",
-    "model = model.to(device)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Establecemos el número de épocas que usaremos para el entrenamiento y el path actual (para establecer un path común)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "epochs = 100\n",
-    "batch = 16\n",
-    "PATH = os.path.join(os.getcwd(), \"data\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "New https://pypi.org/project/ultralytics/8.2.53 available  Update with 'pip install -U ultralytics'\n",
-      "\u001b[34m\u001b[1mengine\\trainer: \u001b[0mtask=detect, mode=train, model=yolov8n.pt, data=d:\\Trabajos_UC\\9 noveno semestre\\IA\\mateo\\data\\data.yaml, epochs=100, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=cuda:0, workers=8, project=None, name=train3, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, show=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, vid_stride=1, stream_buffer=False, line_width=None, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, boxes=True, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, tracker=botsort.yaml, save_dir=runs\\detect\\train3\n",
-      "Overriding model.yaml nc=80 with nc=1\n",
-      "\n",
-      "                   from  n    params  module                                       arguments                     \n",
-      "  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 \n",
-      "  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                \n",
-      "  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             \n",
-      "  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                \n",
-      "  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             \n",
-      "  5                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               \n",
-      "  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           \n",
-      "  7                  -1  1    295424  ultralytics.nn.modules.conv.Conv             [128, 256, 3, 2]              \n",
-      "  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           \n",
-      "  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 \n",
-      " 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
-      " 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
-      " 12                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 \n",
-      " 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
-      " 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
-      " 15                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  \n",
-      " 16                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                \n",
-      " 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
-      " 18                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 \n",
-      " 19                  -1  1    147712  ultralytics.nn.modules.conv.Conv             [128, 128, 3, 2]              \n",
-      " 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
-      " 21                  -1  1    493056  ultralytics.nn.modules.block.C2f             [384, 256, 1]                 \n",
-      " 22        [15, 18, 21]  1    751507  ultralytics.nn.modules.head.Detect           [1, [64, 128, 256]]           \n",
-      "Model summary: 225 layers, 3011043 parameters, 3011027 gradients, 8.2 GFLOPs\n",
-      "\n",
-      "Transferred 319/355 items from pretrained weights\n",
-      "Freezing layer 'model.22.dfl.conv.weight'\n",
-      "\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
-      "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed \n",
-      "\u001b[34m\u001b[1mtrain: \u001b[0mScanning D:\\Trabajos_UC\\9 noveno semestre\\IA\\mateo\\data\\train\\labels.cache... 1542 images, 0 backgrounds, 0 corrupt: 100%|██████████| 1542/1542 [00:00<?, ?it/s]\n",
-      "\u001b[34m\u001b[1mval: \u001b[0mScanning D:\\Trabajos_UC\\9 noveno semestre\\IA\\mateo\\data\\validation\\labels.cache... 221 images, 0 backgrounds, 0 corrupt: 100%|██████████| 221/221 [00:00<?, ?it/s]\n",
-      "Plotting labels to runs\\detect\\train3\\labels.jpg... \n",
-      "\u001b[34m\u001b[1moptimizer:\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
-      "\u001b[34m\u001b[1moptimizer:\u001b[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.0005), 63 bias(decay=0.0)\n",
-      "Image sizes 640 train, 640 val\n",
-      "Using 8 dataloader workers\n",
-      "Logging results to \u001b[1mruns\\detect\\train3\u001b[0m\n",
-      "Starting training for 100 epochs...\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      1/100      2.11G      1.656      2.208      1.721         17        640: 100%|██████████| 97/97 [00:19<00:00,  5.05it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:03<00:00,  2.12it/s]\n",
-      "                   all        221        310      0.613      0.623      0.634      0.268\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      2/100      2.21G      1.472      1.593      1.559         22        640: 100%|██████████| 97/97 [00:13<00:00,  7.20it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:03<00:00,  2.07it/s]\n",
-      "                   all        221        310      0.644      0.755      0.691      0.359\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      3/100      2.21G      1.473      1.433      1.563         16        640: 100%|██████████| 97/97 [00:13<00:00,  7.17it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.29it/s]\n",
-      "                   all        221        310      0.627      0.764      0.709      0.343\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      4/100      2.21G      1.484      1.375      1.586         17        640: 100%|██████████| 97/97 [00:13<00:00,  7.30it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.69it/s]\n",
-      "                   all        221        310      0.708       0.81      0.792      0.437\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      5/100      2.21G      1.421      1.228      1.538         14        640: 100%|██████████| 97/97 [00:18<00:00,  5.25it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.56it/s]\n",
-      "                   all        221        310      0.652      0.697      0.702      0.379\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      6/100      2.21G      1.353      1.157      1.501         26        640: 100%|██████████| 97/97 [00:18<00:00,  5.35it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.63it/s]\n",
-      "                   all        221        310      0.818      0.829      0.894      0.508\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      7/100      2.22G      1.348       1.13      1.489         16        640: 100%|██████████| 97/97 [00:20<00:00,  4.66it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.64it/s]\n",
-      "                   all        221        310      0.808      0.861      0.892      0.519\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      8/100      2.21G      1.324      1.101      1.481         13        640: 100%|██████████| 97/97 [00:17<00:00,  5.59it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:03<00:00,  1.87it/s]\n",
-      "                   all        221        310      0.769      0.852      0.866      0.492\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "      9/100      2.21G       1.31      1.076      1.475         36        640: 100%|██████████| 97/97 [00:21<00:00,  4.43it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.31it/s]\n",
-      "                   all        221        310      0.771      0.878      0.887      0.539\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     10/100      2.21G      1.283      1.028      1.444         17        640: 100%|██████████| 97/97 [00:18<00:00,  5.26it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.78it/s]\n",
-      "                   all        221        310      0.761      0.865      0.856       0.51\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     11/100      2.22G      1.273      1.035       1.45         15        640: 100%|██████████| 97/97 [00:46<00:00,  2.08it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:07<00:00,  1.13s/it]\n",
-      "                   all        221        310      0.791      0.842      0.884      0.545\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     12/100      2.22G      1.252     0.9898      1.426         12        640: 100%|██████████| 97/97 [00:17<00:00,  5.44it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.60it/s]\n",
-      "                   all        221        310      0.799      0.897        0.9      0.583\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     13/100      2.21G      1.229     0.9731      1.424         16        640: 100%|██████████| 97/97 [00:18<00:00,  5.19it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.45it/s]\n",
-      "                   all        221        310      0.817      0.935      0.907      0.583\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     14/100      2.21G      1.216     0.9429      1.401         13        640: 100%|██████████| 97/97 [00:18<00:00,  5.18it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:03<00:00,  1.98it/s]\n",
-      "                   all        221        310      0.828      0.923      0.929      0.612\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     15/100      2.21G      1.225     0.9803      1.413         16        640: 100%|██████████| 97/97 [00:29<00:00,  3.33it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [01:09<00:00,  9.87s/it]\n",
-      "                   all        221        310      0.865       0.91      0.945      0.601\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     16/100      2.21G      1.201     0.9447      1.398         15        640: 100%|██████████| 97/97 [00:53<00:00,  1.80it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.38it/s]\n",
-      "                   all        221        310      0.852      0.884      0.917      0.572\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     17/100      2.21G      1.176     0.9384      1.382         18        640: 100%|██████████| 97/97 [00:22<00:00,  4.24it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.34it/s]\n",
-      "                   all        221        310      0.839      0.919      0.928      0.616\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     18/100      2.21G      1.176     0.8984      1.384         13        640: 100%|██████████| 97/97 [00:20<00:00,  4.80it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.70it/s]\n",
-      "                   all        221        310      0.856      0.903      0.928       0.59\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     19/100      2.21G      1.151     0.9042      1.361         18        640: 100%|██████████| 97/97 [00:18<00:00,  5.25it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.44it/s]\n",
-      "                   all        221        310      0.829      0.903      0.904      0.622\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     20/100      2.21G      1.149     0.9042      1.358         14        640: 100%|██████████| 97/97 [01:08<00:00,  1.42it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.42it/s]\n",
-      "                   all        221        310      0.782      0.942      0.886      0.592\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     21/100      2.21G      1.166     0.9213      1.387         27        640: 100%|██████████| 97/97 [00:20<00:00,  4.73it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.35it/s]\n",
-      "                   all        221        310      0.833      0.868      0.911      0.581\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     22/100      2.21G      1.143     0.8802      1.345         18        640: 100%|██████████| 97/97 [00:21<00:00,  4.56it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.39it/s]\n",
-      "                   all        221        310      0.919      0.871       0.94      0.631\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     23/100      2.21G      1.124     0.8668      1.337         25        640: 100%|██████████| 97/97 [00:18<00:00,  5.33it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:12<00:00,  1.76s/it]\n",
-      "                   all        221        310      0.821      0.939      0.893      0.593\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     24/100      2.22G      1.104     0.8693      1.337         17        640: 100%|██████████| 97/97 [00:25<00:00,  3.74it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.40it/s]\n",
-      "                   all        221        310      0.807      0.903      0.913      0.601\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     25/100      2.21G       1.11     0.8632      1.336         20        640: 100%|██████████| 97/97 [00:20<00:00,  4.67it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.36it/s]\n",
-      "                   all        221        310      0.822      0.954      0.904      0.599\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     26/100      2.21G      1.128     0.8614      1.343         16        640: 100%|██████████| 97/97 [00:21<00:00,  4.43it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.21it/s]\n",
-      "                   all        221        310       0.85      0.926      0.943      0.646\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     27/100      2.22G      1.092     0.8216       1.31         19        640: 100%|██████████| 97/97 [00:24<00:00,  3.99it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:08<00:00,  1.21s/it]\n",
-      "                   all        221        310      0.826      0.932      0.926      0.628\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     28/100      2.21G      1.099     0.8512      1.323         26        640: 100%|██████████| 97/97 [00:25<00:00,  3.83it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.39it/s]\n",
-      "                   all        221        310      0.852      0.913      0.927      0.638\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     29/100      2.21G      1.077     0.8344      1.313         12        640: 100%|██████████| 97/97 [00:22<00:00,  4.35it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.40it/s]\n",
-      "                   all        221        310      0.854      0.888      0.918      0.609\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     30/100      2.21G      1.056     0.8161      1.304         21        640: 100%|██████████| 97/97 [00:23<00:00,  4.21it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:03<00:00,  1.81it/s]\n",
-      "                   all        221        310      0.893      0.897      0.957      0.658\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     31/100      2.21G      1.063      0.795      1.301         11        640: 100%|██████████| 97/97 [00:25<00:00,  3.75it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:11<00:00,  1.62s/it]\n",
-      "                   all        221        310       0.83      0.963      0.931      0.639\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     32/100      2.21G      1.051     0.8165      1.299         16        640: 100%|██████████| 97/97 [00:20<00:00,  4.80it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.40it/s]\n",
-      "                   all        221        310      0.823      0.948       0.94      0.626\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     33/100      2.21G      1.051     0.7935       1.29         17        640: 100%|██████████| 97/97 [00:21<00:00,  4.54it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.28it/s]\n",
-      "                   all        221        310      0.893      0.913       0.96      0.675\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     34/100      2.21G      1.041        0.8      1.295         19        640: 100%|██████████| 97/97 [00:21<00:00,  4.61it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:08<00:00,  1.16s/it]\n",
-      "                   all        221        310      0.874      0.903      0.956      0.663\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     35/100      2.22G      1.025     0.7778      1.281         13        640: 100%|██████████| 97/97 [00:38<00:00,  2.54it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.36it/s]\n",
-      "                   all        221        310      0.865      0.955      0.921      0.643\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     36/100      2.22G      1.024     0.7855      1.275         12        640: 100%|██████████| 97/97 [00:22<00:00,  4.33it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.36it/s]\n",
-      "                   all        221        310      0.831      0.945      0.953      0.674\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     37/100      2.21G      1.017     0.7783      1.266         31        640: 100%|██████████| 97/97 [00:21<00:00,  4.50it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.43it/s]\n",
-      "                   all        221        310      0.828      0.947      0.951      0.686\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     38/100      2.21G      1.011     0.7604      1.262         14        640: 100%|██████████| 97/97 [00:23<00:00,  4.21it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:14<00:00,  2.03s/it]\n",
-      "                   all        221        310      0.888      0.929       0.95      0.671\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     39/100      2.22G      1.014     0.7596      1.264         19        640: 100%|██████████| 97/97 [00:32<00:00,  2.94it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:06<00:00,  1.13it/s]\n",
-      "                   all        221        310       0.88      0.955      0.954      0.675\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     40/100      2.21G      1.005     0.7545      1.259         20        640: 100%|██████████| 97/97 [00:22<00:00,  4.30it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.37it/s]\n",
-      "                   all        221        310      0.843      0.938      0.932      0.661\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     41/100      2.21G      1.021     0.7664      1.276         15        640: 100%|██████████| 97/97 [00:23<00:00,  4.17it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.43it/s]\n",
-      "                   all        221        310      0.862      0.946      0.949      0.685\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     42/100      2.21G     0.9806     0.7312      1.253         22        640: 100%|██████████| 97/97 [00:28<00:00,  3.45it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.45it/s]\n",
-      "                   all        221        310      0.899      0.961      0.964      0.691\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     43/100      2.21G     0.9875     0.7498      1.259         20        640: 100%|██████████| 97/97 [00:28<00:00,  3.41it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.31it/s]\n",
-      "                   all        221        310      0.908      0.925      0.967      0.681\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     44/100      2.21G      1.015     0.7461      1.274         19        640: 100%|██████████| 97/97 [00:21<00:00,  4.46it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:05<00:00,  1.29it/s]\n",
-      "                   all        221        310      0.882      0.963      0.965       0.68\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     45/100      2.21G     0.9845     0.7459      1.273         16        640: 100%|██████████| 97/97 [00:24<00:00,  4.03it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:04<00:00,  1.74it/s]\n",
-      "                   all        221        310      0.912      0.929      0.965      0.695\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     46/100      2.21G     0.9871     0.7303      1.262         17        640: 100%|██████████| 97/97 [00:22<00:00,  4.37it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.57it/s]\n",
-      "                   all        221        310      0.862      0.963      0.959      0.688\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     47/100      2.21G     0.9882     0.7382      1.265         24        640: 100%|██████████| 97/97 [00:13<00:00,  7.09it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.37it/s]\n",
-      "                   all        221        310      0.897      0.928      0.956      0.676\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     48/100      2.21G     0.9703     0.7204      1.243         22        640: 100%|██████████| 97/97 [00:12<00:00,  7.77it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.11it/s]\n",
-      "                   all        221        310       0.89      0.963      0.969      0.694\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     49/100      2.21G      0.976     0.7364       1.25         33        640: 100%|██████████| 97/97 [00:11<00:00,  8.42it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.16it/s]\n",
-      "                   all        221        310      0.878      0.948      0.962      0.699\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     50/100      2.21G     0.9537     0.7302      1.238         23        640: 100%|██████████| 97/97 [00:10<00:00,  8.88it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.05it/s]\n",
-      "                   all        221        310      0.827      0.942      0.953      0.677\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     51/100      2.22G     0.9489     0.7088      1.228         22        640: 100%|██████████| 97/97 [00:11<00:00,  8.80it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.66it/s]\n",
-      "                   all        221        310       0.87      0.973      0.968       0.69\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     52/100      2.22G     0.9554     0.7096      1.238         20        640: 100%|██████████| 97/97 [00:10<00:00,  9.01it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.35it/s]\n",
-      "                   all        221        310      0.899      0.939      0.968       0.69\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     53/100      2.21G     0.9377      0.691      1.217         21        640: 100%|██████████| 97/97 [00:11<00:00,  8.38it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.84it/s]\n",
-      "                   all        221        310      0.895       0.93       0.96      0.692\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     54/100      2.21G     0.9424     0.7009      1.224         17        640: 100%|██████████| 97/97 [00:11<00:00,  8.19it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.77it/s]\n",
-      "                   all        221        310      0.872      0.948       0.95      0.678\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     55/100      2.21G     0.9573     0.7155       1.23         25        640: 100%|██████████| 97/97 [00:09<00:00,  9.96it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.70it/s]\n",
-      "                   all        221        310      0.859      0.923      0.951      0.682\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     56/100      2.21G     0.9238     0.7067      1.212         23        640: 100%|██████████| 97/97 [00:11<00:00,  8.42it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.13it/s]\n",
-      "                   all        221        310      0.871      0.932      0.954      0.687\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     57/100      2.21G      0.919     0.6929      1.208          8        640: 100%|██████████| 97/97 [00:10<00:00,  9.06it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.51it/s]\n",
-      "                   all        221        310      0.905      0.958       0.96      0.703\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     58/100      2.21G     0.9244     0.6805      1.205         11        640: 100%|██████████| 97/97 [00:10<00:00,  9.41it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.68it/s]\n",
-      "                   all        221        310      0.861      0.958       0.95      0.689\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     59/100      2.22G     0.9146     0.6795      1.204         15        640: 100%|██████████| 97/97 [00:10<00:00,  9.23it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.96it/s]\n",
-      "                   all        221        310      0.883      0.922      0.956       0.68\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     60/100      2.22G     0.9028     0.6688      1.192         18        640: 100%|██████████| 97/97 [00:12<00:00,  7.57it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.09it/s]\n",
-      "                   all        221        310      0.907      0.916      0.971      0.704\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     61/100      2.21G     0.9073     0.6615      1.205         21        640: 100%|██████████| 97/97 [00:11<00:00,  8.63it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.05it/s]\n",
-      "                   all        221        310        0.9      0.956      0.972       0.71\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     62/100      2.21G     0.8899     0.6707       1.19         18        640: 100%|██████████| 97/97 [00:11<00:00,  8.65it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.14it/s]\n",
-      "                   all        221        310       0.85      0.972      0.963      0.693\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     63/100      2.21G     0.8941     0.6565      1.201         38        640: 100%|██████████| 97/97 [00:10<00:00,  9.16it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.72it/s]\n",
-      "                   all        221        310      0.869      0.967      0.965      0.713\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     64/100      2.21G     0.8797     0.6502      1.187         17        640: 100%|██████████| 97/97 [00:12<00:00,  7.77it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.66it/s]\n",
-      "                   all        221        310       0.88       0.97      0.962      0.699\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     65/100      2.12G      0.893     0.6666      1.195         28        640: 100%|██████████| 97/97 [00:13<00:00,  7.41it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.52it/s]\n",
-      "                   all        221        310      0.881      0.954      0.963      0.699\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     66/100      2.21G     0.8721     0.6553      1.188         16        640: 100%|██████████| 97/97 [00:12<00:00,  7.78it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.59it/s]\n",
-      "                   all        221        310      0.891      0.972      0.975      0.718\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     67/100      2.21G     0.8607     0.6384      1.167         17        640: 100%|██████████| 97/97 [00:12<00:00,  7.61it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.50it/s]\n",
-      "                   all        221        310      0.894      0.942      0.965      0.698\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     68/100      2.21G      0.866     0.6454      1.179         20        640: 100%|██████████| 97/97 [00:13<00:00,  7.15it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.55it/s]\n",
-      "                   all        221        310      0.892      0.956      0.972       0.72\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     69/100      2.21G     0.8626     0.6276      1.164         12        640: 100%|██████████| 97/97 [00:13<00:00,  7.35it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.19it/s]\n",
-      "                   all        221        310      0.901      0.968       0.97      0.696\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     70/100      2.21G     0.8613     0.6194      1.165         15        640: 100%|██████████| 97/97 [00:13<00:00,  7.27it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.26it/s]\n",
-      "                   all        221        310      0.877      0.943      0.962      0.704\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     71/100      2.21G     0.8618     0.6367      1.177         13        640: 100%|██████████| 97/97 [00:10<00:00,  9.16it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.67it/s]\n",
-      "                   all        221        310       0.89      0.963      0.962      0.702\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     72/100      2.21G     0.8357       0.62      1.148         12        640: 100%|██████████| 97/97 [00:10<00:00,  9.11it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.91it/s]\n",
-      "                   all        221        310      0.906      0.935      0.965      0.707\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     73/100      2.21G     0.8362     0.6197      1.143         14        640: 100%|██████████| 97/97 [00:11<00:00,  8.64it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.24it/s]\n",
-      "                   all        221        310      0.892       0.93      0.969      0.706\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     74/100      2.21G     0.8308     0.6145      1.148         24        640: 100%|██████████| 97/97 [00:10<00:00,  8.83it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.47it/s]\n",
-      "                   all        221        310      0.862      0.974      0.966      0.703\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     75/100      2.21G     0.8323     0.6167      1.154         22        640: 100%|██████████| 97/97 [00:11<00:00,  8.79it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.29it/s]\n",
-      "                   all        221        310      0.903      0.965       0.97      0.698\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     76/100      2.21G     0.8266     0.6022      1.153         18        640: 100%|██████████| 97/97 [00:10<00:00,  8.95it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.42it/s]\n",
-      "                   all        221        310      0.908      0.939      0.968      0.714\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     77/100      2.21G      0.812     0.5984      1.134         15        640: 100%|██████████| 97/97 [00:10<00:00,  8.85it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.41it/s]\n",
-      "                   all        221        310      0.912      0.942      0.972      0.719\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     78/100      2.21G     0.7966     0.5909      1.128         12        640: 100%|██████████| 97/97 [00:11<00:00,  8.70it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.20it/s]\n",
-      "                   all        221        310      0.908      0.948      0.976      0.723\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     79/100      2.22G     0.8104     0.6037      1.131         18        640: 100%|██████████| 97/97 [00:10<00:00,  9.16it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.72it/s]\n",
-      "                   all        221        310      0.891      0.972       0.97      0.712\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     80/100      2.21G     0.8107     0.6026      1.136         10        640: 100%|██████████| 97/97 [00:10<00:00,  8.91it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.62it/s]\n",
-      "                   all        221        310      0.919      0.914      0.966      0.707\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     81/100      2.21G      0.816     0.5962      1.146         20        640: 100%|██████████| 97/97 [00:10<00:00,  9.50it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.52it/s]\n",
-      "                   all        221        310      0.916      0.919      0.968      0.713\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     82/100      2.21G     0.7966      0.593      1.123         18        640: 100%|██████████| 97/97 [00:11<00:00,  8.61it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.55it/s]\n",
-      "                   all        221        310      0.882      0.966      0.967      0.718\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     83/100      2.21G     0.8121     0.5974      1.142         19        640: 100%|██████████| 97/97 [00:09<00:00,  9.88it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.90it/s]\n",
-      "                   all        221        310      0.897       0.95      0.963      0.712\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     84/100      2.21G     0.7905     0.5826      1.135         15        640: 100%|██████████| 97/97 [00:10<00:00,  9.60it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.34it/s]\n",
-      "                   all        221        310       0.93      0.932      0.973      0.727\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     85/100      2.21G     0.7959     0.5884      1.131          9        640: 100%|██████████| 97/97 [00:11<00:00,  8.44it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.03it/s]\n",
-      "                   all        221        310       0.89      0.965       0.97       0.72\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     86/100      2.21G     0.7894     0.5805      1.126         10        640: 100%|██████████| 97/97 [00:12<00:00,  7.67it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.35it/s]\n",
-      "                   all        221        310      0.889      0.968      0.977      0.729\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     87/100      2.21G     0.7853     0.5705       1.12         26        640: 100%|██████████| 97/97 [00:13<00:00,  7.42it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.74it/s]\n",
-      "                   all        221        310      0.891      0.952      0.975      0.724\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     88/100      2.21G     0.7912     0.5672      1.133         13        640: 100%|██████████| 97/97 [00:13<00:00,  6.93it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.45it/s]\n",
-      "                   all        221        310      0.892      0.956      0.968      0.711\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     89/100      2.21G     0.7777      0.571      1.123          9        640: 100%|██████████| 97/97 [00:12<00:00,  8.08it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.82it/s]\n",
-      "                   all        221        310      0.896      0.949      0.976      0.726\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     90/100      2.21G      0.777      0.556       1.12         12        640: 100%|██████████| 97/97 [00:12<00:00,  7.61it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  3.45it/s]\n",
-      "                   all        221        310      0.893      0.964      0.971      0.724\n",
-      "Closing dataloader mosaic\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     91/100      2.21G     0.6943      0.435      1.068         11        640: 100%|██████████| 97/97 [00:14<00:00,  6.50it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.14it/s]\n",
-      "                   all        221        310      0.892      0.961      0.972      0.716\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     92/100      2.21G     0.6728     0.4002      1.057         10        640: 100%|██████████| 97/97 [00:10<00:00,  9.30it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.57it/s]\n",
-      "                   all        221        310       0.92      0.952      0.977      0.727\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     93/100      2.21G     0.6581      0.384      1.051          8        640: 100%|██████████| 97/97 [00:09<00:00,  9.89it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.45it/s]\n",
-      "                   all        221        310      0.915      0.967      0.977       0.73\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     94/100      2.21G     0.6479     0.3894      1.039          7        640: 100%|██████████| 97/97 [00:10<00:00,  9.47it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.32it/s]\n",
-      "                   all        221        310      0.909      0.968      0.974      0.731\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     95/100      2.21G     0.6354     0.3767      1.029         14        640: 100%|██████████| 97/97 [00:13<00:00,  7.16it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:02<00:00,  2.49it/s]\n",
-      "                   all        221        310      0.925      0.958      0.978      0.737\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     96/100      2.21G     0.6329      0.372      1.027         11        640: 100%|██████████| 97/97 [00:15<00:00,  6.24it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.35it/s]\n",
-      "                   all        221        310      0.922      0.955      0.977      0.734\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     97/100      2.21G     0.6306      0.368      1.027          8        640: 100%|██████████| 97/97 [00:10<00:00,  9.16it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.34it/s]\n",
-      "                   all        221        310      0.912      0.965      0.978      0.737\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     98/100      2.21G     0.6135     0.3665      1.017          7        640: 100%|██████████| 97/97 [00:10<00:00,  9.11it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  4.36it/s]\n",
-      "                   all        221        310      0.909       0.97      0.977      0.736\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "     99/100      2.22G     0.6068     0.3572      1.014         12        640: 100%|██████████| 97/97 [00:16<00:00,  5.82it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.72it/s]\n",
-      "                   all        221        310      0.914      0.961      0.976       0.73\n",
-      "\n",
-      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n",
-      "    100/100      2.21G     0.6131      0.363      1.017          7        640: 100%|██████████| 97/97 [00:18<00:00,  5.21it/s]\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:01<00:00,  3.78it/s]\n",
-      "                   all        221        310      0.907      0.958      0.977      0.738\n",
-      "\n",
-      "100 epochs completed in 0.637 hours.\n",
-      "Optimizer stripped from runs\\detect\\train3\\weights\\last.pt, 6.2MB\n",
-      "Optimizer stripped from runs\\detect\\train3\\weights\\best.pt, 6.2MB\n",
-      "\n",
-      "Validating runs\\detect\\train3\\weights\\best.pt...\n",
-      "Ultralytics YOLOv8.0.208  Python-3.10.4 torch-2.1.0+cu121 CUDA:0 (NVIDIA GeForce RTX 3080, 10239MiB)\n",
-      "Model summary (fused): 168 layers, 3005843 parameters, 0 gradients, 8.1 GFLOPs\n",
-      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 7/7 [00:03<00:00,  2.25it/s]\n",
-      "                   all        221        310      0.907      0.958      0.977      0.739\n",
-      "Speed: 0.8ms preprocess, 1.3ms inference, 0.0ms loss, 2.4ms postprocess per image\n",
-      "Results saved to \u001b[1mruns\\detect\\train3\u001b[0m\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Entrenamos el modelo\n",
-    "data_path = os.path.join(PATH, \"data.yaml\")\n",
-    "results = model.train(data=data_path, epochs=epochs, batch=batch)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Test del modelo\n",
-    "\n",
-    "Se usara el modelo entrenado 'best.pt' para evaluar el modelo caprutando la pantalla en tiempo real"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING  best2.pt appears to require 'dill', which is not in ultralytics requirements.\n",
-      "AutoInstall will run now for 'dill' but this feature will be removed in the future.\n",
-      "Recommend fixes are to train a new model using the latest 'ultralytics' package or to run a command with an official YOLOv8 model, i.e. 'yolo predict model=yolov8n.pt'\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[31m\u001b[1mrequirements:\u001b[0m Ultralytics requirement ['dill'] not found, attempting AutoUpdate...\n",
-      "Collecting dill\n",
-      "  Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n",
-      "Downloading dill-0.3.8-py3-none-any.whl (116 kB)\n",
-      "   ---------------------------------------- 116.3/116.3 kB 6.6 MB/s eta 0:00:00\n",
-      "Installing collected packages: dill\n",
-      "Successfully installed dill-0.3.8\n",
-      "\n",
-      "\u001b[31m\u001b[1mrequirements:\u001b[0m AutoUpdate success  8.1s, installed 1 package: ['dill']\n",
-      "\u001b[31m\u001b[1mrequirements:\u001b[0m  \u001b[1mRestart runtime or rerun command for updates to take effect\u001b[0m\n",
-      "\n",
-      "\n",
-      "0: 480x640 (no detections), 621.2ms\n",
-      "Speed: 20.2ms preprocess, 621.2ms inference, 13.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 525.7ms\n",
-      "Speed: 9.8ms preprocess, 525.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 420.5ms\n",
-      "Speed: 10.6ms preprocess, 420.5ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 445.7ms\n",
-      "Speed: 6.6ms preprocess, 445.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 648.4ms\n",
-      "Speed: 9.7ms preprocess, 648.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 440.7ms\n",
-      "Speed: 5.6ms preprocess, 440.7ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 801.3ms\n",
-      "Speed: 11.6ms preprocess, 801.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 712.4ms\n",
-      "Speed: 5.0ms preprocess, 712.4ms inference, 3.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 403.9ms\n",
-      "Speed: 22.2ms preprocess, 403.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 541.8ms\n",
-      "Speed: 10.7ms preprocess, 541.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 482.6ms\n",
-      "Speed: 6.6ms preprocess, 482.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 418.5ms\n",
-      "Speed: 13.2ms preprocess, 418.5ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 417.1ms\n",
-      "Speed: 16.1ms preprocess, 417.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 296.1ms\n",
-      "Speed: 6.0ms preprocess, 296.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 320.6ms\n",
-      "Speed: 9.6ms preprocess, 320.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 900.8ms\n",
-      "Speed: 6.1ms preprocess, 900.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 618.6ms\n",
-      "Speed: 5.6ms preprocess, 618.6ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 273.5ms\n",
-      "Speed: 5.7ms preprocess, 273.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 245.2ms\n",
-      "Speed: 5.2ms preprocess, 245.2ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 315.2ms\n",
-      "Speed: 5.6ms preprocess, 315.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 232.9ms\n",
-      "Speed: 6.0ms preprocess, 232.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 231.6ms\n",
-      "Speed: 5.6ms preprocess, 231.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 269.5ms\n",
-      "Speed: 4.6ms preprocess, 269.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 235.9ms\n",
-      "Speed: 4.6ms preprocess, 235.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 213.4ms\n",
-      "Speed: 4.6ms preprocess, 213.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 216.6ms\n",
-      "Speed: 3.0ms preprocess, 216.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 224.3ms\n",
-      "Speed: 4.5ms preprocess, 224.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 214.2ms\n",
-      "Speed: 3.0ms preprocess, 214.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 211.1ms\n",
-      "Speed: 4.6ms preprocess, 211.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 249.5ms\n",
-      "Speed: 6.7ms preprocess, 249.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 212.4ms\n",
-      "Speed: 4.6ms preprocess, 212.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 218.9ms\n",
-      "Speed: 5.0ms preprocess, 218.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 219.0ms\n",
-      "Speed: 4.0ms preprocess, 219.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 221.7ms\n",
-      "Speed: 5.7ms preprocess, 221.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 213.5ms\n",
-      "Speed: 4.0ms preprocess, 213.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 221.5ms\n",
-      "Speed: 5.0ms preprocess, 221.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 231.0ms\n",
-      "Speed: 8.9ms preprocess, 231.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 256.2ms\n",
-      "Speed: 5.6ms preprocess, 256.2ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 214.7ms\n",
-      "Speed: 4.6ms preprocess, 214.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 222.5ms\n",
-      "Speed: 4.0ms preprocess, 222.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 204.9ms\n",
-      "Speed: 5.6ms preprocess, 204.9ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 240.8ms\n",
-      "Speed: 3.0ms preprocess, 240.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 292.7ms\n",
-      "Speed: 4.0ms preprocess, 292.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 265.7ms\n",
-      "Speed: 5.1ms preprocess, 265.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 224.9ms\n",
-      "Speed: 5.1ms preprocess, 224.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 242.9ms\n",
-      "Speed: 6.2ms preprocess, 242.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 234.1ms\n",
-      "Speed: 4.6ms preprocess, 234.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 236.4ms\n",
-      "Speed: 5.1ms preprocess, 236.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 269.4ms\n",
-      "Speed: 4.6ms preprocess, 269.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 231.6ms\n",
-      "Speed: 5.0ms preprocess, 231.6ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 271.9ms\n",
-      "Speed: 4.0ms preprocess, 271.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 387.9ms\n",
-      "Speed: 4.0ms preprocess, 387.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 285.8ms\n",
-      "Speed: 4.9ms preprocess, 285.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 225.9ms\n",
-      "Speed: 4.0ms preprocess, 225.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 277.0ms\n",
-      "Speed: 5.0ms preprocess, 277.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 232.5ms\n",
-      "Speed: 14.2ms preprocess, 232.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 273.3ms\n",
-      "Speed: 5.0ms preprocess, 273.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 237.2ms\n",
-      "Speed: 4.6ms preprocess, 237.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 230.6ms\n",
-      "Speed: 5.0ms preprocess, 230.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 223.3ms\n",
-      "Speed: 4.0ms preprocess, 223.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 223.5ms\n",
-      "Speed: 4.5ms preprocess, 223.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 230.3ms\n",
-      "Speed: 5.0ms preprocess, 230.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 237.1ms\n",
-      "Speed: 6.6ms preprocess, 237.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 282.6ms\n",
-      "Speed: 4.6ms preprocess, 282.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 238.0ms\n",
-      "Speed: 4.0ms preprocess, 238.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 228.4ms\n",
-      "Speed: 6.0ms preprocess, 228.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 222.8ms\n",
-      "Speed: 4.0ms preprocess, 222.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 230.4ms\n",
-      "Speed: 6.0ms preprocess, 230.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 224.8ms\n",
-      "Speed: 3.6ms preprocess, 224.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 225.8ms\n",
-      "Speed: 5.6ms preprocess, 225.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 223.1ms\n",
-      "Speed: 4.0ms preprocess, 223.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 386.9ms\n",
-      "Speed: 3.6ms preprocess, 386.9ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 405.8ms\n",
-      "Speed: 8.1ms preprocess, 405.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 285.2ms\n",
-      "Speed: 10.3ms preprocess, 285.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 227.8ms\n",
-      "Speed: 6.0ms preprocess, 227.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 225.0ms\n",
-      "Speed: 4.0ms preprocess, 225.0ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 265.7ms\n",
-      "Speed: 4.6ms preprocess, 265.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 282.4ms\n",
-      "Speed: 10.6ms preprocess, 282.4ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 402.8ms\n",
-      "Speed: 7.6ms preprocess, 402.8ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 329.8ms\n",
-      "Speed: 4.0ms preprocess, 329.8ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 360.3ms\n",
-      "Speed: 6.6ms preprocess, 360.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 424.7ms\n",
-      "Speed: 9.6ms preprocess, 424.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 408.3ms\n",
-      "Speed: 11.2ms preprocess, 408.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 313.3ms\n",
-      "Speed: 8.6ms preprocess, 313.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 258.8ms\n",
-      "Speed: 7.6ms preprocess, 258.8ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 268.1ms\n",
-      "Speed: 6.0ms preprocess, 268.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 251.9ms\n",
-      "Speed: 4.0ms preprocess, 251.9ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 489.9ms\n",
-      "Speed: 4.7ms preprocess, 489.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 252.5ms\n",
-      "Speed: 5.6ms preprocess, 252.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 249.1ms\n",
-      "Speed: 5.6ms preprocess, 249.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 328.6ms\n",
-      "Speed: 4.6ms preprocess, 328.6ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 231.8ms\n",
-      "Speed: 5.1ms preprocess, 231.8ms inference, 21.8ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 254.5ms\n",
-      "Speed: 5.6ms preprocess, 254.5ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 306.0ms\n",
-      "Speed: 8.6ms preprocess, 306.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 298.1ms\n",
-      "Speed: 4.0ms preprocess, 298.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 375.2ms\n",
-      "Speed: 9.6ms preprocess, 375.2ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 370.9ms\n",
-      "Speed: 11.6ms preprocess, 370.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 290.6ms\n",
-      "Speed: 7.1ms preprocess, 290.6ms inference, 5.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 327.3ms\n",
-      "Speed: 5.6ms preprocess, 327.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 300.3ms\n",
-      "Speed: 13.6ms preprocess, 300.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 242.6ms\n",
-      "Speed: 7.6ms preprocess, 242.6ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 301.8ms\n",
-      "Speed: 4.0ms preprocess, 301.8ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 229.2ms\n",
-      "Speed: 6.6ms preprocess, 229.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 237.2ms\n",
-      "Speed: 4.0ms preprocess, 237.2ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 407.4ms\n",
-      "Speed: 7.0ms preprocess, 407.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 321.6ms\n",
-      "Speed: 5.6ms preprocess, 321.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 759.5ms\n",
-      "Speed: 7.2ms preprocess, 759.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 409.7ms\n",
-      "Speed: 6.1ms preprocess, 409.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 413.8ms\n",
-      "Speed: 6.6ms preprocess, 413.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 358.2ms\n",
-      "Speed: 15.2ms preprocess, 358.2ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 540.0ms\n",
-      "Speed: 8.7ms preprocess, 540.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 375.2ms\n",
-      "Speed: 13.6ms preprocess, 375.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 378.5ms\n",
-      "Speed: 5.6ms preprocess, 378.5ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 281.2ms\n",
-      "Speed: 11.6ms preprocess, 281.2ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 491.3ms\n",
-      "Speed: 5.0ms preprocess, 491.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 361.3ms\n",
-      "Speed: 7.2ms preprocess, 361.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 374.7ms\n",
-      "Speed: 9.6ms preprocess, 374.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 399.8ms\n",
-      "Speed: 11.7ms preprocess, 399.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 406.2ms\n",
-      "Speed: 13.7ms preprocess, 406.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 498.5ms\n",
-      "Speed: 9.6ms preprocess, 498.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 237.1ms\n",
-      "Speed: 5.0ms preprocess, 237.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 242.3ms\n",
-      "Speed: 4.0ms preprocess, 242.3ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 279.8ms\n",
-      "Speed: 5.6ms preprocess, 279.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 218.3ms\n",
-      "Speed: 4.0ms preprocess, 218.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 245.7ms\n",
-      "Speed: 4.0ms preprocess, 245.7ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 228.4ms\n",
-      "Speed: 7.6ms preprocess, 228.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 244.7ms\n",
-      "Speed: 4.0ms preprocess, 244.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 208.1ms\n",
-      "Speed: 4.0ms preprocess, 208.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 310.9ms\n",
-      "Speed: 4.7ms preprocess, 310.9ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 317.8ms\n",
-      "Speed: 9.7ms preprocess, 317.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 247.5ms\n",
-      "Speed: 5.6ms preprocess, 247.5ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 288.5ms\n",
-      "Speed: 9.7ms preprocess, 288.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 234.3ms\n",
-      "Speed: 7.6ms preprocess, 234.3ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 218.8ms\n",
-      "Speed: 3.6ms preprocess, 218.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 216.4ms\n",
-      "Speed: 3.5ms preprocess, 216.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 300.7ms\n",
-      "Speed: 4.0ms preprocess, 300.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 258.3ms\n",
-      "Speed: 4.6ms preprocess, 258.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 205.7ms\n",
-      "Speed: 3.9ms preprocess, 205.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 226.8ms\n",
-      "Speed: 5.0ms preprocess, 226.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 227.9ms\n",
-      "Speed: 5.0ms preprocess, 227.9ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 211.4ms\n",
-      "Speed: 4.6ms preprocess, 211.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 215.5ms\n",
-      "Speed: 4.0ms preprocess, 215.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 296.4ms\n",
-      "Speed: 5.1ms preprocess, 296.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 324.2ms\n",
-      "Speed: 4.0ms preprocess, 324.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 228.9ms\n",
-      "Speed: 3.0ms preprocess, 228.9ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 216.9ms\n",
-      "Speed: 5.6ms preprocess, 216.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 211.2ms\n",
-      "Speed: 3.6ms preprocess, 211.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 210.9ms\n",
-      "Speed: 5.6ms preprocess, 210.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 224.0ms\n",
-      "Speed: 3.6ms preprocess, 224.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 268.0ms\n",
-      "Speed: 4.7ms preprocess, 268.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 263.7ms\n",
-      "Speed: 5.6ms preprocess, 263.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 346.7ms\n",
-      "Speed: 9.6ms preprocess, 346.7ms inference, 3.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 292.3ms\n",
-      "Speed: 5.0ms preprocess, 292.3ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 318.0ms\n",
-      "Speed: 13.6ms preprocess, 318.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 224.0ms\n",
-      "Speed: 5.6ms preprocess, 224.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 260.6ms\n",
-      "Speed: 4.7ms preprocess, 260.6ms inference, 3.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 246.7ms\n",
-      "Speed: 4.8ms preprocess, 246.7ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 219.7ms\n",
-      "Speed: 3.0ms preprocess, 219.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 233.6ms\n",
-      "Speed: 4.6ms preprocess, 233.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 244.9ms\n",
-      "Speed: 5.6ms preprocess, 244.9ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 224.5ms\n",
-      "Speed: 4.0ms preprocess, 224.5ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 10 Faces, 238.0ms\n",
-      "Speed: 7.6ms preprocess, 238.0ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 7 Faces, 314.0ms\n",
-      "Speed: 6.1ms preprocess, 314.0ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 252.2ms\n",
-      "Speed: 5.6ms preprocess, 252.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 233.2ms\n",
-      "Speed: 8.6ms preprocess, 233.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 304.6ms\n",
-      "Speed: 4.6ms preprocess, 304.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 226.9ms\n",
-      "Speed: 5.5ms preprocess, 226.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 244.5ms\n",
-      "Speed: 4.0ms preprocess, 244.5ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 246.2ms\n",
-      "Speed: 5.0ms preprocess, 246.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 228.4ms\n",
-      "Speed: 4.5ms preprocess, 228.4ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 487.6ms\n",
-      "Speed: 3.0ms preprocess, 487.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 379.6ms\n",
-      "Speed: 11.6ms preprocess, 379.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 210.2ms\n",
-      "Speed: 3.0ms preprocess, 210.2ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 252.0ms\n",
-      "Speed: 4.6ms preprocess, 252.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 274.8ms\n",
-      "Speed: 5.0ms preprocess, 274.8ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 268.3ms\n",
-      "Speed: 8.5ms preprocess, 268.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 346.4ms\n",
-      "Speed: 7.6ms preprocess, 346.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 240.0ms\n",
-      "Speed: 6.0ms preprocess, 240.0ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 257.1ms\n",
-      "Speed: 4.6ms preprocess, 257.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 233.5ms\n",
-      "Speed: 6.6ms preprocess, 233.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 214.6ms\n",
-      "Speed: 5.0ms preprocess, 214.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 227.2ms\n",
-      "Speed: 3.0ms preprocess, 227.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 237.5ms\n",
-      "Speed: 3.0ms preprocess, 237.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 232.6ms\n",
-      "Speed: 6.6ms preprocess, 232.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 226.2ms\n",
-      "Speed: 4.6ms preprocess, 226.2ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 231.4ms\n",
-      "Speed: 5.6ms preprocess, 231.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 233.0ms\n",
-      "Speed: 4.6ms preprocess, 233.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 213.8ms\n",
-      "Speed: 5.1ms preprocess, 213.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 241.9ms\n",
-      "Speed: 6.6ms preprocess, 241.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 234.3ms\n",
-      "Speed: 5.6ms preprocess, 234.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 241.7ms\n",
-      "Speed: 4.0ms preprocess, 241.7ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 223.1ms\n",
-      "Speed: 4.0ms preprocess, 223.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 228.2ms\n",
-      "Speed: 4.0ms preprocess, 228.2ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 320.3ms\n",
-      "Speed: 3.6ms preprocess, 320.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 242.4ms\n",
-      "Speed: 5.6ms preprocess, 242.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 245.2ms\n",
-      "Speed: 5.0ms preprocess, 245.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 279.7ms\n",
-      "Speed: 5.9ms preprocess, 279.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 224.0ms\n",
-      "Speed: 5.7ms preprocess, 224.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 259.2ms\n",
-      "Speed: 6.6ms preprocess, 259.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 242.4ms\n",
-      "Speed: 3.9ms preprocess, 242.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 245.5ms\n",
-      "Speed: 4.0ms preprocess, 245.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 237.7ms\n",
-      "Speed: 5.9ms preprocess, 237.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 209.7ms\n",
-      "Speed: 4.6ms preprocess, 209.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 230.6ms\n",
-      "Speed: 4.6ms preprocess, 230.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 298.0ms\n",
-      "Speed: 5.0ms preprocess, 298.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 220.7ms\n",
-      "Speed: 5.0ms preprocess, 220.7ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 227.3ms\n",
-      "Speed: 5.4ms preprocess, 227.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 253.4ms\n",
-      "Speed: 5.0ms preprocess, 253.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 229.0ms\n",
-      "Speed: 5.0ms preprocess, 229.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 232.2ms\n",
-      "Speed: 4.6ms preprocess, 232.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 227.2ms\n",
-      "Speed: 4.6ms preprocess, 227.2ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 246.0ms\n",
-      "Speed: 5.6ms preprocess, 246.0ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 228.9ms\n",
-      "Speed: 4.6ms preprocess, 228.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 4745.1ms\n",
-      "Speed: 4.6ms preprocess, 4745.1ms inference, 30.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 257.1ms\n",
-      "Speed: 8.6ms preprocess, 257.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 312.0ms\n",
-      "Speed: 4.6ms preprocess, 312.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 244.0ms\n",
-      "Speed: 5.6ms preprocess, 244.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 266.0ms\n",
-      "Speed: 3.6ms preprocess, 266.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 217.7ms\n",
-      "Speed: 4.0ms preprocess, 217.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 237.6ms\n",
-      "Speed: 4.5ms preprocess, 237.6ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 247.0ms\n",
-      "Speed: 5.0ms preprocess, 247.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 324.8ms\n",
-      "Speed: 6.6ms preprocess, 324.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 331.2ms\n",
-      "Speed: 7.6ms preprocess, 331.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 258.1ms\n",
-      "Speed: 4.0ms preprocess, 258.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 260.9ms\n",
-      "Speed: 6.2ms preprocess, 260.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 333.8ms\n",
-      "Speed: 13.1ms preprocess, 333.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 329.5ms\n",
-      "Speed: 5.5ms preprocess, 329.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 16 Faces, 311.1ms\n",
-      "Speed: 10.6ms preprocess, 311.1ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 16 Faces, 262.4ms\n",
-      "Speed: 5.6ms preprocess, 262.4ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 16 Faces, 366.2ms\n",
-      "Speed: 11.2ms preprocess, 366.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 16 Faces, 235.9ms\n",
-      "Speed: 6.6ms preprocess, 235.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 16 Faces, 278.5ms\n",
-      "Speed: 4.0ms preprocess, 278.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 280.1ms\n",
-      "Speed: 6.6ms preprocess, 280.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 421.5ms\n",
-      "Speed: 26.8ms preprocess, 421.5ms inference, 3.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 361.9ms\n",
-      "Speed: 12.6ms preprocess, 361.9ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 214.4ms\n",
-      "Speed: 5.6ms preprocess, 214.4ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 212.4ms\n",
-      "Speed: 8.1ms preprocess, 212.4ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 234.8ms\n",
-      "Speed: 5.2ms preprocess, 234.8ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 453.7ms\n",
-      "Speed: 5.0ms preprocess, 453.7ms inference, 3.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 288.0ms\n",
-      "Speed: 7.0ms preprocess, 288.0ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 374.5ms\n",
-      "Speed: 5.6ms preprocess, 374.5ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 513.7ms\n",
-      "Speed: 55.2ms preprocess, 513.7ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 391.5ms\n",
-      "Speed: 8.7ms preprocess, 391.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 379.9ms\n",
-      "Speed: 10.6ms preprocess, 379.9ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 335.6ms\n",
-      "Speed: 30.4ms preprocess, 335.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 530.7ms\n",
-      "Speed: 6.0ms preprocess, 530.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 360.2ms\n",
-      "Speed: 4.0ms preprocess, 360.2ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 570.8ms\n",
-      "Speed: 5.0ms preprocess, 570.8ms inference, 3.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 365.6ms\n",
-      "Speed: 8.6ms preprocess, 365.6ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 330.1ms\n",
-      "Speed: 11.2ms preprocess, 330.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 370.1ms\n",
-      "Speed: 4.6ms preprocess, 370.1ms inference, 10.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 770.1ms\n",
-      "Speed: 9.6ms preprocess, 770.1ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 331.6ms\n",
-      "Speed: 7.0ms preprocess, 331.6ms inference, 5.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 268.0ms\n",
-      "Speed: 4.1ms preprocess, 268.0ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 409.7ms\n",
-      "Speed: 13.7ms preprocess, 409.7ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 300.1ms\n",
-      "Speed: 10.6ms preprocess, 300.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 314.1ms\n",
-      "Speed: 5.0ms preprocess, 314.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 289.7ms\n",
-      "Speed: 8.6ms preprocess, 289.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 270.4ms\n",
-      "Speed: 9.6ms preprocess, 270.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 273.4ms\n",
-      "Speed: 5.0ms preprocess, 273.4ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 291.3ms\n",
-      "Speed: 9.6ms preprocess, 291.3ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 317.3ms\n",
-      "Speed: 16.2ms preprocess, 317.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 334.4ms\n",
-      "Speed: 6.6ms preprocess, 334.4ms inference, 5.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 244.3ms\n",
-      "Speed: 6.6ms preprocess, 244.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 242.8ms\n",
-      "Speed: 5.6ms preprocess, 242.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 258.7ms\n",
-      "Speed: 6.6ms preprocess, 258.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 254.6ms\n",
-      "Speed: 5.1ms preprocess, 254.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 485.0ms\n",
-      "Speed: 8.6ms preprocess, 485.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 370.6ms\n",
-      "Speed: 13.7ms preprocess, 370.6ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 302.4ms\n",
-      "Speed: 8.6ms preprocess, 302.4ms inference, 4.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 306.0ms\n",
-      "Speed: 5.6ms preprocess, 306.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 279.3ms\n",
-      "Speed: 6.6ms preprocess, 279.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 247.3ms\n",
-      "Speed: 4.0ms preprocess, 247.3ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 267.6ms\n",
-      "Speed: 4.6ms preprocess, 267.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 273.2ms\n",
-      "Speed: 4.0ms preprocess, 273.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 250.0ms\n",
-      "Speed: 3.1ms preprocess, 250.0ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 248.4ms\n",
-      "Speed: 3.5ms preprocess, 248.4ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 280.6ms\n",
-      "Speed: 6.6ms preprocess, 280.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 259.9ms\n",
-      "Speed: 4.5ms preprocess, 259.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 322.7ms\n",
-      "Speed: 5.6ms preprocess, 322.7ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 265.9ms\n",
-      "Speed: 6.5ms preprocess, 265.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 275.2ms\n",
-      "Speed: 5.7ms preprocess, 275.2ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 252.3ms\n",
-      "Speed: 5.6ms preprocess, 252.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 259.2ms\n",
-      "Speed: 5.0ms preprocess, 259.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 245.2ms\n",
-      "Speed: 7.6ms preprocess, 245.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 287.7ms\n",
-      "Speed: 11.6ms preprocess, 287.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 244.3ms\n",
-      "Speed: 4.6ms preprocess, 244.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 246.6ms\n",
-      "Speed: 5.6ms preprocess, 246.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 250.7ms\n",
-      "Speed: 4.0ms preprocess, 250.7ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 297.2ms\n",
-      "Speed: 4.0ms preprocess, 297.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 255.3ms\n",
-      "Speed: 4.6ms preprocess, 255.3ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 289.9ms\n",
-      "Speed: 4.0ms preprocess, 289.9ms inference, 5.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 283.7ms\n",
-      "Speed: 4.1ms preprocess, 283.7ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 264.2ms\n",
-      "Speed: 5.8ms preprocess, 264.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 12 Faces, 533.1ms\n",
-      "Speed: 10.7ms preprocess, 533.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 302.2ms\n",
-      "Speed: 11.7ms preprocess, 302.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 328.2ms\n",
-      "Speed: 5.0ms preprocess, 328.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 601.4ms\n",
-      "Speed: 6.0ms preprocess, 601.4ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 693.9ms\n",
-      "Speed: 13.7ms preprocess, 693.9ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 328.4ms\n",
-      "Speed: 6.7ms preprocess, 328.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 299.0ms\n",
-      "Speed: 7.0ms preprocess, 299.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 477.3ms\n",
-      "Speed: 7.7ms preprocess, 477.3ms inference, 10.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 327.6ms\n",
-      "Speed: 5.0ms preprocess, 327.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 377.0ms\n",
-      "Speed: 9.6ms preprocess, 377.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 434.0ms\n",
-      "Speed: 4.6ms preprocess, 434.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 383.7ms\n",
-      "Speed: 29.4ms preprocess, 383.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 712.7ms\n",
-      "Speed: 5.5ms preprocess, 712.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 446.9ms\n",
-      "Speed: 14.6ms preprocess, 446.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 560.0ms\n",
-      "Speed: 7.6ms preprocess, 560.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 404.9ms\n",
-      "Speed: 5.6ms preprocess, 404.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 403.1ms\n",
-      "Speed: 10.3ms preprocess, 403.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 293.3ms\n",
-      "Speed: 3.1ms preprocess, 293.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 297.7ms\n",
-      "Speed: 5.0ms preprocess, 297.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 263.0ms\n",
-      "Speed: 4.0ms preprocess, 263.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 265.9ms\n",
-      "Speed: 4.6ms preprocess, 265.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 261.0ms\n",
-      "Speed: 4.5ms preprocess, 261.0ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n"
-     ]
-    },
-    {
-     "ename": "",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
-      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
-      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
-      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
-     ]
-    }
-   ],
-   "source": [
-    "device = torch.device(\"cpu\")\n",
-    "\n",
-    "# Cargamos el modelo\n",
-    "model_path = '/results/weights/best.pt'\n",
-    "model = YOLO(\"best2.pt\")\n",
-    "model = model.to(device)\n",
-    "\n",
-    "# Inicializamos la captura de pantalla\n",
-    "sct = mss()\n",
-    "bounding_box = {\"top\": 0, \"left\": 0, \"width\": 800, \"height\": 600}\n",
-    "\n",
-    "while True:\n",
-    "    sct_img = sct.grab(bounding_box)\n",
-    "    frame = np.array(sct_img)\n",
-    "    frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
-    "\n",
-    "    # Realizamos la deteccion\n",
-    "    results = model(frame)\n",
-    "\n",
-    "    # Dibujamos los bounding boxes\n",
-    "    for result in results[0].boxes:  # Accede a los resultados de las cajas\n",
-    "        x1, y1, x2, y2 = result.xyxy[0].cpu().numpy().astype(int)\n",
-    "        conf = result.conf[0].cpu().numpy()\n",
-    "        cls = int(result.cls[0].cpu().numpy())\n",
-    "        \n",
-    "        cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)  # Dibujar el rectángulo\n",
-    "        label = f'{model.names[cls]} {conf:.2f}'  # Crear la etiqueta\n",
-    "        cv2.putText(frame, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)  # Añadir la etiqueta\n",
-    "\n",
-    "\n",
-    "    # Mostramos el resultado\n",
-    "    cv2.imshow(\"frame\", frame)\n",
-    "\n",
-    "    if cv2.waitKey(1) & 0xFF == ord('q'):\n",
-    "        cv2.destroyAllWindows()\n",
-    "        break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "0: 480x640 (no detections), 487.6ms\n",
-      "Speed: 12.6ms preprocess, 487.6ms inference, 16.2ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 345.9ms\n",
-      "Speed: 8.0ms preprocess, 345.9ms inference, 7.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 300.4ms\n",
-      "Speed: 8.0ms preprocess, 300.4ms inference, 6.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 328.3ms\n",
-      "Speed: 8.4ms preprocess, 328.3ms inference, 9.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 420.3ms\n",
-      "Speed: 0.0ms preprocess, 420.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 400.9ms\n",
-      "Speed: 8.0ms preprocess, 400.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 339.1ms\n",
-      "Speed: 11.1ms preprocess, 339.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 278.2ms\n",
-      "Speed: 0.0ms preprocess, 278.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 266.9ms\n",
-      "Speed: 0.0ms preprocess, 266.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 329.0ms\n",
-      "Speed: 7.1ms preprocess, 329.0ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 500.6ms\n",
-      "Speed: 5.6ms preprocess, 500.6ms inference, 7.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 351.2ms\n",
-      "Speed: 0.0ms preprocess, 351.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 268.7ms\n",
-      "Speed: 0.0ms preprocess, 268.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 291.6ms\n",
-      "Speed: 0.0ms preprocess, 291.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 361.1ms\n",
-      "Speed: 7.5ms preprocess, 361.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 357.2ms\n",
-      "Speed: 0.0ms preprocess, 357.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 284.3ms\n",
-      "Speed: 0.0ms preprocess, 284.3ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 253.1ms\n",
-      "Speed: 0.0ms preprocess, 253.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 333.8ms\n",
-      "Speed: 0.0ms preprocess, 333.8ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 350.5ms\n",
-      "Speed: 7.6ms preprocess, 350.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 333.2ms\n",
-      "Speed: 8.1ms preprocess, 333.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 269.4ms\n",
-      "Speed: 0.0ms preprocess, 269.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 301.6ms\n",
-      "Speed: 0.0ms preprocess, 301.6ms inference, 0.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 291.2ms\n",
-      "Speed: 0.0ms preprocess, 291.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 289.7ms\n",
-      "Speed: 11.8ms preprocess, 289.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 281.3ms\n",
-      "Speed: 0.0ms preprocess, 281.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 274.5ms\n",
-      "Speed: 10.4ms preprocess, 274.5ms inference, 9.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 277.7ms\n",
-      "Speed: 8.1ms preprocess, 277.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 236.2ms\n",
-      "Speed: 8.7ms preprocess, 236.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 208.4ms\n",
-      "Speed: 0.0ms preprocess, 208.4ms inference, 8.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 235.3ms\n",
-      "Speed: 4.8ms preprocess, 235.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 254.7ms\n",
-      "Speed: 0.0ms preprocess, 254.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 276.2ms\n",
-      "Speed: 7.6ms preprocess, 276.2ms inference, 7.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 274.3ms\n",
-      "Speed: 0.0ms preprocess, 274.3ms inference, 8.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 272.0ms\n",
-      "Speed: 8.0ms preprocess, 272.0ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 247.6ms\n",
-      "Speed: 6.0ms preprocess, 247.6ms inference, 8.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 257.9ms\n",
-      "Speed: 0.0ms preprocess, 257.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 203.1ms\n",
-      "Speed: 0.0ms preprocess, 203.1ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 237.3ms\n",
-      "Speed: 0.0ms preprocess, 237.3ms inference, 8.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 275.0ms\n",
-      "Speed: 0.0ms preprocess, 275.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 271.3ms\n",
-      "Speed: 0.0ms preprocess, 271.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 264.5ms\n",
-      "Speed: 10.2ms preprocess, 264.5ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 269.5ms\n",
-      "Speed: 0.0ms preprocess, 269.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 290.2ms\n",
-      "Speed: 0.0ms preprocess, 290.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 280.0ms\n",
-      "Speed: 0.0ms preprocess, 280.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 203.2ms\n",
-      "Speed: 0.0ms preprocess, 203.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 209.3ms\n",
-      "Speed: 0.0ms preprocess, 209.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 269.3ms\n",
-      "Speed: 9.5ms preprocess, 269.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 267.7ms\n",
-      "Speed: 0.0ms preprocess, 267.7ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 284.4ms\n",
-      "Speed: 8.0ms preprocess, 284.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 258.6ms\n",
-      "Speed: 0.0ms preprocess, 258.6ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 218.6ms\n",
-      "Speed: 7.5ms preprocess, 218.6ms inference, 7.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 215.8ms\n",
-      "Speed: 0.0ms preprocess, 215.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 243.6ms\n",
-      "Speed: 0.0ms preprocess, 243.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 245.0ms\n",
-      "Speed: 6.3ms preprocess, 245.0ms inference, 10.9ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 269.6ms\n",
-      "Speed: 0.0ms preprocess, 269.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 267.0ms\n",
-      "Speed: 0.0ms preprocess, 267.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 264.2ms\n",
-      "Speed: 0.0ms preprocess, 264.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 226.4ms\n",
-      "Speed: 0.0ms preprocess, 226.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 244.1ms\n",
-      "Speed: 0.0ms preprocess, 244.1ms inference, 3.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 249.9ms\n",
-      "Speed: 8.0ms preprocess, 249.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 260.2ms\n",
-      "Speed: 0.0ms preprocess, 260.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 279.6ms\n",
-      "Speed: 0.0ms preprocess, 279.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 251.2ms\n",
-      "Speed: 0.0ms preprocess, 251.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 209.5ms\n",
-      "Speed: 5.3ms preprocess, 209.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 264.1ms\n",
-      "Speed: 0.0ms preprocess, 264.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 256.1ms\n",
-      "Speed: 7.1ms preprocess, 256.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 255.6ms\n",
-      "Speed: 5.6ms preprocess, 255.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 242.6ms\n",
-      "Speed: 0.0ms preprocess, 242.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 262.6ms\n",
-      "Speed: 0.0ms preprocess, 262.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 274.6ms\n",
-      "Speed: 0.0ms preprocess, 274.6ms inference, 4.9ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 249.1ms\n",
-      "Speed: 0.0ms preprocess, 249.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 234.7ms\n",
-      "Speed: 0.0ms preprocess, 234.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 265.2ms\n",
-      "Speed: 0.0ms preprocess, 265.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 269.8ms\n",
-      "Speed: 0.0ms preprocess, 269.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 226.8ms\n",
-      "Speed: 0.0ms preprocess, 226.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 274.6ms\n",
-      "Speed: 0.0ms preprocess, 274.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 272.0ms\n",
-      "Speed: 8.0ms preprocess, 272.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 235.6ms\n",
-      "Speed: 0.0ms preprocess, 235.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 297.1ms\n",
-      "Speed: 8.0ms preprocess, 297.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 205.7ms\n",
-      "Speed: 8.2ms preprocess, 205.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 248.6ms\n",
-      "Speed: 0.0ms preprocess, 248.6ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 275.0ms\n",
-      "Speed: 0.0ms preprocess, 275.0ms inference, 4.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 260.4ms\n",
-      "Speed: 8.1ms preprocess, 260.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 233.5ms\n",
-      "Speed: 0.0ms preprocess, 233.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 243.6ms\n",
-      "Speed: 0.0ms preprocess, 243.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 243.7ms\n",
-      "Speed: 5.0ms preprocess, 243.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 259.9ms\n",
-      "Speed: 0.0ms preprocess, 259.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 248.8ms\n",
-      "Speed: 0.0ms preprocess, 248.8ms inference, 8.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 245.4ms\n",
-      "Speed: 0.0ms preprocess, 245.4ms inference, 7.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 265.5ms\n",
-      "Speed: 8.5ms preprocess, 265.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 238.0ms\n",
-      "Speed: 0.0ms preprocess, 238.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 244.6ms\n",
-      "Speed: 0.0ms preprocess, 244.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 253.2ms\n",
-      "Speed: 0.0ms preprocess, 253.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 270.6ms\n",
-      "Speed: 0.0ms preprocess, 270.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 232.8ms\n",
-      "Speed: 0.0ms preprocess, 232.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 240.1ms\n",
-      "Speed: 8.2ms preprocess, 240.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 244.4ms\n",
-      "Speed: 6.6ms preprocess, 244.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 231.8ms\n",
-      "Speed: 4.6ms preprocess, 231.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 255.5ms\n",
-      "Speed: 0.0ms preprocess, 255.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 255.7ms\n",
-      "Speed: 8.1ms preprocess, 255.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 227.7ms\n",
-      "Speed: 0.0ms preprocess, 227.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 343.3ms\n",
-      "Speed: 0.0ms preprocess, 343.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 258.4ms\n",
-      "Speed: 4.6ms preprocess, 258.4ms inference, 8.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 302.9ms\n",
-      "Speed: 0.0ms preprocess, 302.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 261.7ms\n",
-      "Speed: 8.0ms preprocess, 261.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 231.1ms\n",
-      "Speed: 0.0ms preprocess, 231.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 271.6ms\n",
-      "Speed: 8.2ms preprocess, 271.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 292.9ms\n",
-      "Speed: 0.0ms preprocess, 292.9ms inference, 9.9ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 237.6ms\n",
-      "Speed: 9.0ms preprocess, 237.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 212.1ms\n",
-      "Speed: 0.0ms preprocess, 212.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 247.3ms\n",
-      "Speed: 0.0ms preprocess, 247.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 266.0ms\n",
-      "Speed: 8.1ms preprocess, 266.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 250.5ms\n",
-      "Speed: 8.2ms preprocess, 250.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 292.8ms\n",
-      "Speed: 0.0ms preprocess, 292.8ms inference, 5.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 271.1ms\n",
-      "Speed: 0.0ms preprocess, 271.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 233.6ms\n",
-      "Speed: 0.0ms preprocess, 233.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 208.4ms\n",
-      "Speed: 0.0ms preprocess, 208.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 268.9ms\n",
-      "Speed: 0.0ms preprocess, 268.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 256.8ms\n",
-      "Speed: 4.6ms preprocess, 256.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 256.1ms\n",
-      "Speed: 8.8ms preprocess, 256.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 249.6ms\n",
-      "Speed: 0.0ms preprocess, 249.6ms inference, 5.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 247.1ms\n",
-      "Speed: 8.0ms preprocess, 247.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 211.3ms\n",
-      "Speed: 0.0ms preprocess, 211.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 248.9ms\n",
-      "Speed: 0.0ms preprocess, 248.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 240.5ms\n",
-      "Speed: 8.0ms preprocess, 240.5ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 247.7ms\n",
-      "Speed: 8.1ms preprocess, 247.7ms inference, 3.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 258.9ms\n",
-      "Speed: 5.0ms preprocess, 258.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 256.9ms\n",
-      "Speed: 8.1ms preprocess, 256.9ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 213.2ms\n",
-      "Speed: 0.0ms preprocess, 213.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 239.7ms\n",
-      "Speed: 0.0ms preprocess, 239.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 251.1ms\n",
-      "Speed: 0.0ms preprocess, 251.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 274.5ms\n",
-      "Speed: 0.0ms preprocess, 274.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 276.6ms\n",
-      "Speed: 0.0ms preprocess, 276.6ms inference, 4.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 246.1ms\n",
-      "Speed: 7.5ms preprocess, 246.1ms inference, 8.2ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 246.3ms\n",
-      "Speed: 0.0ms preprocess, 246.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 222.6ms\n",
-      "Speed: 0.0ms preprocess, 222.6ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 249.6ms\n",
-      "Speed: 0.0ms preprocess, 249.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 261.9ms\n",
-      "Speed: 8.0ms preprocess, 261.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 260.5ms\n",
-      "Speed: 0.0ms preprocess, 260.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 216.5ms\n",
-      "Speed: 8.0ms preprocess, 216.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 236.7ms\n",
-      "Speed: 0.0ms preprocess, 236.7ms inference, 0.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 273.6ms\n",
-      "Speed: 0.0ms preprocess, 273.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 254.9ms\n",
-      "Speed: 0.0ms preprocess, 254.9ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 253.5ms\n",
-      "Speed: 0.0ms preprocess, 253.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 250.1ms\n",
-      "Speed: 0.0ms preprocess, 250.1ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 246.3ms\n",
-      "Speed: 0.0ms preprocess, 246.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 258.1ms\n",
-      "Speed: 9.5ms preprocess, 258.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 273.3ms\n",
-      "Speed: 0.0ms preprocess, 273.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 271.4ms\n",
-      "Speed: 0.0ms preprocess, 271.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 260.3ms\n",
-      "Speed: 0.0ms preprocess, 260.3ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 245.5ms\n",
-      "Speed: 0.0ms preprocess, 245.5ms inference, 10.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 286.6ms\n",
-      "Speed: 0.0ms preprocess, 286.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 270.7ms\n",
-      "Speed: 8.0ms preprocess, 270.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 236.0ms\n",
-      "Speed: 0.0ms preprocess, 236.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 284.3ms\n",
-      "Speed: 8.1ms preprocess, 284.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 214.3ms\n",
-      "Speed: 0.0ms preprocess, 214.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 244.8ms\n",
-      "Speed: 0.0ms preprocess, 244.8ms inference, 7.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 256.5ms\n",
-      "Speed: 0.0ms preprocess, 256.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 230.5ms\n",
-      "Speed: 0.0ms preprocess, 230.5ms inference, 7.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 237.0ms\n",
-      "Speed: 0.0ms preprocess, 237.0ms inference, 3.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 249.0ms\n",
-      "Speed: 0.0ms preprocess, 249.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 247.9ms\n",
-      "Speed: 8.0ms preprocess, 247.9ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 223.2ms\n",
-      "Speed: 0.0ms preprocess, 223.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 259.1ms\n",
-      "Speed: 1.1ms preprocess, 259.1ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 232.8ms\n",
-      "Speed: 0.0ms preprocess, 232.8ms inference, 7.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 240.7ms\n",
-      "Speed: 0.0ms preprocess, 240.7ms inference, 8.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 251.6ms\n",
-      "Speed: 8.4ms preprocess, 251.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 248.8ms\n",
-      "Speed: 0.0ms preprocess, 248.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 254.4ms\n",
-      "Speed: 6.2ms preprocess, 254.4ms inference, 0.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 255.8ms\n",
-      "Speed: 0.0ms preprocess, 255.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 217.0ms\n",
-      "Speed: 1.2ms preprocess, 217.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 270.2ms\n",
-      "Speed: 6.2ms preprocess, 270.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 222.2ms\n",
-      "Speed: 0.0ms preprocess, 222.2ms inference, 6.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 273.6ms\n",
-      "Speed: 0.0ms preprocess, 273.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 222.3ms\n",
-      "Speed: 0.0ms preprocess, 222.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 254.4ms\n",
-      "Speed: 0.0ms preprocess, 254.4ms inference, 8.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 303.2ms\n",
-      "Speed: 8.0ms preprocess, 303.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 219.7ms\n",
-      "Speed: 0.0ms preprocess, 219.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 256.9ms\n",
-      "Speed: 0.0ms preprocess, 256.9ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 257.3ms\n",
-      "Speed: 5.9ms preprocess, 257.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 252.3ms\n",
-      "Speed: 0.0ms preprocess, 252.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 3 Faces, 257.6ms\n",
-      "Speed: 8.0ms preprocess, 257.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 247.7ms\n",
-      "Speed: 0.0ms preprocess, 247.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 217.9ms\n",
-      "Speed: 0.0ms preprocess, 217.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 253.5ms\n",
-      "Speed: 0.0ms preprocess, 253.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 265.0ms\n",
-      "Speed: 8.0ms preprocess, 265.0ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 261.2ms\n",
-      "Speed: 5.2ms preprocess, 261.2ms inference, 6.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 251.2ms\n",
-      "Speed: 0.0ms preprocess, 251.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 269.4ms\n",
-      "Speed: 11.7ms preprocess, 269.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 262.5ms\n",
-      "Speed: 8.5ms preprocess, 262.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 214.7ms\n",
-      "Speed: 0.0ms preprocess, 214.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 254.2ms\n",
-      "Speed: 0.0ms preprocess, 254.2ms inference, 8.4ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 242.2ms\n",
-      "Speed: 8.1ms preprocess, 242.2ms inference, 8.2ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 259.7ms\n",
-      "Speed: 0.0ms preprocess, 259.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 255.7ms\n",
-      "Speed: 2.3ms preprocess, 255.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 225.6ms\n",
-      "Speed: 0.0ms preprocess, 225.6ms inference, 6.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 256.2ms\n",
-      "Speed: 6.4ms preprocess, 256.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 256.1ms\n",
-      "Speed: 0.0ms preprocess, 256.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 260.1ms\n",
-      "Speed: 0.0ms preprocess, 260.1ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 239.1ms\n",
-      "Speed: 8.0ms preprocess, 239.1ms inference, 5.1ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 271.6ms\n",
-      "Speed: 8.0ms preprocess, 271.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 247.1ms\n",
-      "Speed: 8.0ms preprocess, 247.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 255.4ms\n",
-      "Speed: 0.0ms preprocess, 255.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 254.1ms\n",
-      "Speed: 0.0ms preprocess, 254.1ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 250.1ms\n",
-      "Speed: 0.0ms preprocess, 250.1ms inference, 8.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 246.7ms\n",
-      "Speed: 0.0ms preprocess, 246.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 208.0ms\n",
-      "Speed: 0.0ms preprocess, 208.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 248.9ms\n",
-      "Speed: 8.1ms preprocess, 248.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 263.6ms\n",
-      "Speed: 0.0ms preprocess, 263.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 256.7ms\n",
-      "Speed: 0.0ms preprocess, 256.7ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 232.9ms\n",
-      "Speed: 0.0ms preprocess, 232.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 241.6ms\n",
-      "Speed: 0.0ms preprocess, 241.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 257.7ms\n",
-      "Speed: 5.1ms preprocess, 257.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 264.5ms\n",
-      "Speed: 0.0ms preprocess, 264.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 293.8ms\n",
-      "Speed: 0.0ms preprocess, 293.8ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 280.2ms\n",
-      "Speed: 8.0ms preprocess, 280.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 269.6ms\n",
-      "Speed: 0.0ms preprocess, 269.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 215.3ms\n",
-      "Speed: 0.0ms preprocess, 215.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 260.2ms\n",
-      "Speed: 1.6ms preprocess, 260.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 281.8ms\n",
-      "Speed: 0.0ms preprocess, 281.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 272.7ms\n",
-      "Speed: 8.0ms preprocess, 272.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 280.8ms\n",
-      "Speed: 0.0ms preprocess, 280.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 220.0ms\n",
-      "Speed: 0.0ms preprocess, 220.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 217.9ms\n",
-      "Speed: 0.0ms preprocess, 217.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 247.8ms\n",
-      "Speed: 0.0ms preprocess, 247.8ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 264.5ms\n",
-      "Speed: 0.0ms preprocess, 264.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 256.1ms\n",
-      "Speed: 9.2ms preprocess, 256.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 258.5ms\n",
-      "Speed: 8.0ms preprocess, 258.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 268.0ms\n",
-      "Speed: 9.0ms preprocess, 268.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 232.3ms\n",
-      "Speed: 5.1ms preprocess, 232.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 214.7ms\n",
-      "Speed: 0.0ms preprocess, 214.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 268.5ms\n",
-      "Speed: 8.1ms preprocess, 268.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 265.4ms\n",
-      "Speed: 0.0ms preprocess, 265.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 280.1ms\n",
-      "Speed: 7.7ms preprocess, 280.1ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 270.4ms\n",
-      "Speed: 0.0ms preprocess, 270.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 271.7ms\n",
-      "Speed: 7.6ms preprocess, 271.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 217.4ms\n",
-      "Speed: 0.0ms preprocess, 217.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 231.9ms\n",
-      "Speed: 0.0ms preprocess, 231.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 279.9ms\n",
-      "Speed: 0.0ms preprocess, 279.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 271.8ms\n",
-      "Speed: 7.6ms preprocess, 271.8ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 274.7ms\n",
-      "Speed: 0.0ms preprocess, 274.7ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 264.6ms\n",
-      "Speed: 0.0ms preprocess, 264.6ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 254.9ms\n",
-      "Speed: 8.0ms preprocess, 254.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 207.8ms\n",
-      "Speed: 2.2ms preprocess, 207.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 (no detections), 253.3ms\n",
-      "Speed: 0.0ms preprocess, 253.3ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 262.0ms\n",
-      "Speed: 8.1ms preprocess, 262.0ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 287.2ms\n",
-      "Speed: 0.0ms preprocess, 287.2ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 264.4ms\n",
-      "Speed: 0.0ms preprocess, 264.4ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 253.2ms\n",
-      "Speed: 0.0ms preprocess, 253.2ms inference, 7.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 221.6ms\n",
-      "Speed: 0.0ms preprocess, 221.6ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 268.5ms\n",
-      "Speed: 0.0ms preprocess, 268.5ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 270.8ms\n",
-      "Speed: 0.0ms preprocess, 270.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 343.6ms\n",
-      "Speed: 8.6ms preprocess, 343.6ms inference, 4.2ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 212.5ms\n",
-      "Speed: 0.0ms preprocess, 212.5ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 207.9ms\n",
-      "Speed: 0.0ms preprocess, 207.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 296.7ms\n",
-      "Speed: 0.0ms preprocess, 296.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 301.8ms\n",
-      "Speed: 8.0ms preprocess, 301.8ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 291.3ms\n",
-      "Speed: 1.2ms preprocess, 291.3ms inference, 3.5ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 239.9ms\n",
-      "Speed: 8.0ms preprocess, 239.9ms inference, 9.2ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 258.1ms\n",
-      "Speed: 0.0ms preprocess, 258.1ms inference, 6.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 2 Faces, 275.9ms\n",
-      "Speed: 0.0ms preprocess, 275.9ms inference, 0.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 264.9ms\n",
-      "Speed: 0.0ms preprocess, 264.9ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n",
-      "0: 480x640 1 Face, 232.1ms\n",
-      "Speed: 0.0ms preprocess, 232.1ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n"
-     ]
-    }
-   ],
-   "source": [
-    "device = torch.device(\"cpu\")\n",
-    "\n",
-    "# Cargamos el modelo\n",
-    "model_path = '/results/weights/best.pt'\n",
-    "model = YOLO(\"best2.pt\")\n",
-    "model = model.to(device)\n",
-    "\n",
-    "\n",
-    "# Ahora con la camara\n",
-    "cap = cv2.VideoCapture(0)\n",
-    "\n",
-    "while True:\n",
-    "    ret, frame = cap.read()\n",
-    "\n",
-    "    # Realizamos la deteccion\n",
-    "    results = model(frame)\n",
-    "\n",
-    "    # Dibujamos los bounding boxes\n",
-    "    for result in results[0].boxes:  # Accede a los resultados de las cajas\n",
-    "        x1, y1, x2, y2 = result.xyxy[0].cpu().numpy().astype(int)\n",
-    "        conf = result.conf[0].cpu().numpy()\n",
-    "        cls = int(result.cls[0].cpu().numpy())\n",
-    "        \n",
-    "        cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)  # Dibujar el rectángulo\n",
-    "        label = f'{model.names[cls]} {conf:.2f}'  # Crear la etiqueta\n",
-    "        cv2.putText(frame, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)  # Añadir la etiqueta\n",
-    "\n",
-    "    # Mostramos el resultado\n",
-    "    cv2.imshow(\"frame\", frame)\n",
-    "\n",
-    "    if cv2.waitKey(1) & 0xFF == ord('q'):\n",
-    "        cv2.destroyAllWindows()\n",
-    "        cap.release()\n",
-    "        break\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Test del modelo\n",
-    "\n",
-    "Se usara el modelo entrenado 'best.pt' para evaluar el modelo caprutando la pantalla en tiempo real"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Cara mas cercana"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Finalmente, nos interesa quedarnos con la cara mas cercana, el criterio para determinar aquello será el Bounding Box mas grande."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "0: 480x640 3 Faces, 279.7ms\n",
-      "Speed: 8.0ms preprocess, 279.7ms inference, 14.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 512.0, 191.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 1 Face, 227.7ms\n",
-      "Speed: 6.0ms preprocess, 227.7ms inference, 8.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 344.0, 172.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 1 Face, 232.1ms\n",
-      "Speed: 4.0ms preprocess, 232.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 337.0, 187.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 1 Face, 317.2ms\n",
-      "Speed: 3.1ms preprocess, 317.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 350.5, 191.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 1 Face, 219.1ms\n",
-      "Speed: 6.0ms preprocess, 219.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 347.5, 190.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 1 Face, 223.7ms\n",
-      "Speed: 4.0ms preprocess, 223.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 334.0, 175.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
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-      "0: 480x640 2 Faces, 301.7ms\n",
-      "Speed: 5.0ms preprocess, 301.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 304.5, 175.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
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-      "0: 480x640 2 Faces, 316.0ms\n",
-      "Speed: 3.0ms preprocess, 316.0ms inference, 6.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
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-      "Centro: 279.0, 173.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
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-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 262.5, 176.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
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-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
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-      "Centro: 261.5, 179.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
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-      "0: 480x640 2 Faces, 269.8ms\n",
-      "Speed: 3.0ms preprocess, 269.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 263.0, 181.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 2 Faces, 241.9ms\n",
-      "Speed: 4.0ms preprocess, 241.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n"
-     ]
-    },
-    {
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-      "Centro: 265.0, 183.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "0: 480x640 2 Faces, 217.7ms\n",
-      "Speed: 4.0ms preprocess, 217.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
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-     "text": [
-      "Centro: 263.5, 183.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
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-      "0: 480x640 2 Faces, 197.2ms\n",
-      "Speed: 4.0ms preprocess, 197.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
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-     ]
-    },
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-      "Speed: 4.0ms preprocess, 217.5ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
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-      "Centro: 250.5, 155.0\n"
-     ]
-    },
-    {
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-      "0: 480x640 3 Faces, 215.7ms\n",
-      "Speed: 3.0ms preprocess, 215.7ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
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-     "text": [
-      "Centro: 254.5, 135.0\n"
-     ]
-    },
-    {
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-      "Speed: 3.0ms preprocess, 222.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
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-     "text": [
-      "Centro: 260.5, 162.5\n"
-     ]
-    },
-    {
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-      "Speed: 5.0ms preprocess, 228.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
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-      "Centro: 499.5, 196.5\n"
-     ]
-    },
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-      "\n"
-     ]
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-      "Centro: 499.5, 198.5\n"
-     ]
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-      "\n"
-     ]
-    },
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-     ]
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-      "\n"
-     ]
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-      "\n"
-     ]
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-      "\n"
-     ]
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-     ]
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-      "\n"
-     ]
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-     ]
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-      "\n"
-     ]
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-      "\n"
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-      "\n"
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-      "\n"
-     ]
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-      "\n"
-     ]
-    },
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-     "output_type": "stream",
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-      "Centro: 338.0, 147.0\n"
-     ]
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-    {
-     "name": "stderr",
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-      "\n"
-     ]
-    },
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-     "output_type": "stream",
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-      "Centro: 150.0, 121.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
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-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 156.5, 145.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
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-      "Speed: 4.0ms preprocess, 202.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 167.5, 146.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
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-      "Speed: 3.0ms preprocess, 215.6ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 187.5, 145.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "0: 480x640 4 Faces, 214.9ms\n",
-      "Speed: 4.1ms preprocess, 214.9ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Centro: 219.0, 145.5\n"
-     ]
-    }
-   ],
-   "source": [
-    "device = torch.device(\"cpu\")\n",
-    "\n",
-    "# Cargamos el modelo\n",
-    "model_path = '/results/weights/best.pt'\n",
-    "model = YOLO(\"best2.pt\")\n",
-    "model = model.to(device)\n",
-    "\n",
-    "# Bucasmos el BB más grande dentro de la imagen, primero probaremos con la imagen de la cámara\n",
-    "cap = cv2.VideoCapture(0)\n",
-    "\n",
-    "while True:\n",
-    "    ret, frame = cap.read()\n",
-    "\n",
-    "    # Realizamos la deteccion\n",
-    "    results = model(frame)\n",
-    "\n",
-    "    # Encontramos el bounding box mas grande\n",
-    "    max_area = 0\n",
-    "    max_bb = None\n",
-    "    for result in results[0].boxes:  # Accede a los resultados de las cajas\n",
-    "        x1, y1, x2, y2 = result.xyxy[0].cpu().numpy().astype(int)\n",
-    "        area = (x2 - x1) * (y2 - y1)\n",
-    "        if area > max_area:\n",
-    "            max_area = area\n",
-    "            max_bb = result\n",
-    "\n",
-    "    if max_bb is not None:\n",
-    "        x1, y1, x2, y2 = max_bb.xyxy[0].cpu().numpy().astype(int)\n",
-    "        cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)\n",
-    "        label = f'{model.names[int(max_bb.cls[0].cpu().numpy())]} {max_bb.conf[0].cpu().numpy():.2f}'\n",
-    "        cv2.putText(frame, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)\n",
-    "        print(f'Centro: {(x1 + x2) / 2}, {(y1 + y2) / 2}')\n",
-    "\n",
-    "    # Mostramos el resultado\n",
-    "    cv2.imshow(\"frame\", frame)\n",
-    "\n",
-    "    if cv2.waitKey(1) & 0xFF == ord('q'):\n",
-    "        cv2.destroyAllWindows()\n",
-    "        cap.release()\n",
-    "        break\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/_/best2.pt b/_/best2.pt
deleted file mode 100644
index 7052eb0..0000000
Binary files a/_/best2.pt and /dev/null differ
diff --git a/labels/face.py b/labels/face.py
index 8b3eed5..70046b3 100644
--- a/labels/face.py
+++ b/labels/face.py
@@ -135,7 +135,7 @@ def step_face(self):
             int(self.pose.y() + (self.target.y() - self.pose.y()) * 0.3)
         )
 
-    def face_detectio_target(self, x, y):
+    def face_tracking_target(self, x, y):
         self.target = QPoint(
             int(self.width()  * x * 0.6 + self.width()  * 0.15),
             int(self.height() * y * 0.8 + self.height() * 0.1)
diff --git a/main.py b/main.py
index 428c508..0139fb2 100644
--- a/main.py
+++ b/main.py
@@ -3,7 +3,7 @@
 import sys
 
 LLM = False
-FACE_DETECTION = False
+FACE_TRACKING = True
 
 if __name__ == "__main__":
 
@@ -11,14 +11,14 @@
 
     window = MainWindow()
 
-    if FACE_DETECTION:
-        from modules.face_detection import FaceDetection
+    if FACE_TRACKING:
+        from modules.face_tracking import FaceTracking
 
-        facedetection = FaceDetection()
+        faceTracking = FaceTracking()
 
-        window.signal_start_detection.connect(facedetection.start_detection)
-        window.signal_stop_detection.connect(facedetection.stop_detection)
-        facedetection.sender_pose.connect(window.face.face_detectio_target)
+        window.signal_start_tracking.connect(faceTracking.start_tracking)
+        window.signal_stop_tracking.connect(faceTracking.stop_tracking)
+        faceTracking.sender_pose.connect(window.face.face_tracking_target)
 
     if LLM:
         from modules.sst import SpeechToText
diff --git a/modules/face_tracking.py b/modules/face_tracking.py
new file mode 100644
index 0000000..ac55637
--- /dev/null
+++ b/modules/face_tracking.py
@@ -0,0 +1,60 @@
+import cv2
+from cvzone.FaceDetectionModule import FaceDetector
+from PyQt6.QtCore import pyqtSignal, QObject
+from threading import Thread
+
+
+class FaceTracking(QObject):
+
+    sender_pose = pyqtSignal(float, float)
+
+    def __init__(self):
+        super().__init__()
+        self.detector = FaceDetector()
+        self.state = 0
+
+    def start_tracking(self):
+        self.state = 1
+        connection_thread = Thread(target=self.track, daemon=True)
+        connection_thread.start()
+
+    def stop_tracking(self):
+        self.state = 0
+
+
+
+    def track(self):
+        cap = cv2.VideoCapture(0)
+        while self.state:
+            success, img = cap.read()
+            img, bboxs = self.detector.findFaces(img, draw=False)
+
+            if bboxs:
+                #get the coordinate
+                fx, fy = bboxs[0]["center"][0], bboxs[0]["center"][1]
+                pos = [fx, fy]
+
+
+    
+    def track(self):
+        cap = cv2.VideoCapture(0)
+        while self.state:
+            ret, frame = cap.read()
+            frame = cv2.flip(frame, 1)
+            img, faces = self.detector.findFaces(frame, draw=False)
+            if faces:
+                x, y = faces[0]["center"][0], faces[0]["center"][1]
+                # Show the camera and a point in the center of the face 
+                # cv2.circle(frame, (x, y), 5, (0, 255, 0), -1)
+                # cv2.imshow("Frame", frame)
+                # if cv2.waitKey(1) & 0xFF == ord('q'):
+                #     break
+                self.sender_pose.emit(
+                    x / 640,
+                    y / 480
+                )
+
+            else:
+                self.sender_pose.emit(0.5, 0.5)
+        cap.release()
+        cv2.destroyAllWindows()
diff --git a/modules/main_window.py b/modules/main_window.py
index cef6cb1..44e7ff3 100644
--- a/modules/main_window.py
+++ b/modules/main_window.py
@@ -11,8 +11,8 @@
 
 class MainWindow(QMainWindow):
 
-    signal_start_detection = pyqtSignal()
-    signal_stop_detection = pyqtSignal()
+    signal_start_tracking = pyqtSignal()
+    signal_stop_tracking = pyqtSignal()
 
     signal_start_listening = pyqtSignal()
     signal_ajust_noise = pyqtSignal()
@@ -37,8 +37,8 @@ def set_layout(self):
         self.webview.load(QUrl("https://v2.ubicate.osuc.dev/map?place=B12"))
         self.webview.hide()
 
-        # self.layout.addWidget(self.face, 3)
-        # self.layout.addWidget(self.webview, 20)
+        self.layout.addWidget(self.face, 3)
+        self.layout.addWidget(self.webview, 20)
 
         self.h_layout.addWidget(self.face, 1)
         self.h_layout.addWidget(self.webview, 1)
@@ -86,10 +86,11 @@ def keyPressEvent(self, event):
 
         if event.key() == Qt.Key.Key_D:
             self.face.setMouseTracking(False)
-            self.signal_start_detection.emit()
+            self.signal_start_tracking.emit()
+
         if event.key() == Qt.Key.Key_S:
             self.face.setMouseTracking(True)
-            self.signal_stop_detection.emit()
+            self.signal_stop_tracking.emit()
 
         if event.key() == Qt.Key.Key_L:
             self.signal_start_listening.emit()
diff --git a/requirements.txt b/requirements.txt
index e9dc665..b924b66 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,4 +7,6 @@ PyAudio             == 0.2.14
 pyttsx3             == 2.91
 ollama              == 0.3.1
 PyQt6               == 6.7.0
-torch               == 2.4.0+cu124
\ No newline at end of file
+torch               == 2.4.0+cu124
+cvzone              == 1.6.1
+mediapipe           == 0.10.14
\ No newline at end of file