Live Expression detector throu cam.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9dc1cc96",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-23 23:07:05.768493: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2022-07-23 23:07:05.768517: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "import dlib\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "67b78073",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_model():\n",
    "\n",
    "    backbone = tf.keras.applications.EfficientNetB2(\n",
    "        input_shape = (96,96,3),\n",
    "        include_top = False,\n",
    "        weights = None,\n",
    "    )\n",
    "\n",
    "    model = tf.keras.Sequential([\n",
    "        backbone,\n",
    "        tf.keras.layers.GlobalAveragePooling2D(),\n",
    "        tf.keras.layers.Dropout(0.3),\n",
    "        tf.keras.layers.Dense(128, activation=\"relu\"),\n",
    "        tf.keras.layers.Dense(7, activation=\"softmax\"),\n",
    "    ])\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "028ed398",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-23 23:07:07.722370: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n",
      "2022-07-23 23:07:07.722411: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (jyotsna-Khushixd): /proc/driver/nvidia/version does not exist\n",
      "2022-07-23 23:07:07.722659: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "model = get_model()\n",
    "model.load_weights(\"best_weights.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fa07ce07",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jyotsna/anaconda3/lib/python3.9/site-packages/sklearn/base.py:310: UserWarning: Trying to unpickle estimator LabelEncoder from version 1.0.2 when using version 0.24.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# load label encoder\n",
    "def load_object(name):\n",
    "    pickle_obj = open(f\"{name}.pck\", \"rb\")\n",
    "    obj = pickle.load(pickle_obj)\n",
    "    return obj\n",
    "\n",
    "Le = load_object(\"LabelEncoder\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bf74152f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ProcessImage(image):\n",
    "    image = tf.convert_to_tensor(image)\n",
    "    image = tf.image.resize(image, [96,96], method=\"bilinear\")\n",
    "    image = tf.expand_dims(image,0)\n",
    "    return image\n",
    "\n",
    "def RealTimePrediction(image, model, encoder_):\n",
    "    prediction = model.predict(image)\n",
    "    prediction = np.argmax(prediction, axis=1)\n",
    "    return encoder_.inverse_transform(prediction)[0]\n",
    "\n",
    "def rect_to_bb(rect):\n",
    "    x = rect.left()\n",
    "    y = rect.top()\n",
    "    w = rect.right() - x\n",
    "    h = rect.bottom() - y\n",
    "    return (x,y,w,h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fedd60c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 2s 2s/step\n",
      "1/1 [==============================] - 0s 38ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n",
      "QObject::moveToThread: Current thread (0x557b1db59170) is not the object's thread (0x557b1d9e1800).\n",
      "Cannot move to target thread (0x557b1db59170)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 44ms/step\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "VideoCapture = cv2.VideoCapture(0)\n",
    "\n",
    "detector = dlib.get_frontal_face_detector()\n",
    "\n",
    "while True:\n",
    "    ret, frame = VideoCapture.read()\n",
    "    if not ret:\n",
    "        break\n",
    "        \n",
    "    gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
    "    \n",
    "    rects = detector(gray, 0)\n",
    "    \n",
    "    if len(rects)>=1:\n",
    "        for rect in rects:\n",
    "            (x,y,w,h) = rect_to_bb(rect)\n",
    "            img = gray[y-10 : y+h+10, x-10 : x+w+10]\n",
    "            \n",
    "            if img.shape[0]==0 or img.shape[1]==0:\n",
    "                cv2.imshow(\"Frame\", frame)\n",
    "                \n",
    "            else:\n",
    "                img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)\n",
    "                img = ProcessImage(img)\n",
    "                out = RealTimePrediction(img, model, Le)\n",
    "                cv2.rectangle(frame, (x,y), (x+w, y+h), (0,255,0), 2)\n",
    "                z = y-15 if (y-15)>15 else (y+15)\n",
    "                cv2.putText(frame, str(out), (x,z), cv2.FONT_HERSHEY_SIMPLEX, 0.75, (0,255,0), 2)\n",
    "                \n",
    "            cv2.imshow(\"Frame\", frame)\n",
    "            \n",
    "        else:\n",
    "            cv2.imshow(\"Frame\", frame)\n",
    "            \n",
    "        if cv2.waitKey(1) & 0xFF == ord('q'):\n",
    "                break\n",
    "                \n",
    "VideoCapture.release()\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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  {
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