ACCIDetect.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] loading model and label binarizer...\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4185: The name tf.truncated_normal is deprecated. Please use tf.random.truncated_normal instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:245: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:1834: The name tf.nn.fused_batch_norm is deprecated. Please use tf.compat.v1.nn.fused_batch_norm instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3976: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3980: The name tf.nn.avg_pool is deprecated. Please use tf.nn.avg_pool2d instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\keras\\optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Abhinav\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_grad.py:1250: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
      "[INFO] starting video stream...\n",
      "Results =  [4.3293534e-04 3.8548801e-03 2.4781943e-05 9.9568731e-01]\n",
      "Maximun Probability =  0.9956873\n",
      "Difference of prob  0.9913746118545532\n",
      "Results =  [4.1209286e-04 3.3790225e-03 2.1892400e-05 9.9618697e-01]\n",
      "Maximun Probability =  0.996187\n",
      "Difference of prob  0.9923739433288574\n",
      "Results =  [3.8231528e-04 3.0400951e-03 1.9718520e-05 9.9655789e-01]\n",
      "Maximun Probability =  0.9965579\n",
      "Difference of prob  0.9931157827377319\n",
      "Results =  [4.0823285e-04 3.4692693e-03 1.9826053e-05 9.9610269e-01]\n",
      "Maximun Probability =  0.9961027\n",
      "Difference of prob  0.9922053813934326\n",
      "Results =  [4.4166693e-04 3.6382810e-03 2.0791607e-05 9.9589932e-01]\n",
      "Maximun Probability =  0.9958993\n",
      "Difference of prob  0.9917986392974854\n",
      "Results =  [4.6395161e-04 3.8080963e-03 2.1883048e-05 9.9570608e-01]\n",
      "Maximun Probability =  0.9957061\n",
      "Difference of prob  0.9914121627807617\n",
      "Results =  [4.8713089e-04 3.8926492e-03 2.2053255e-05 9.9559820e-01]\n",
      "Maximun Probability =  0.9955982\n",
      "Difference of prob  0.9911963939666748\n",
      "Results =  [5.0497561e-04 4.2713946e-03 2.2234248e-05 9.9520141e-01]\n",
      "Maximun Probability =  0.9952014\n",
      "Difference of prob  0.9904028177261353\n",
      "Results =  [5.3840579e-04 4.8335474e-03 2.2795035e-05 9.9460530e-01]\n",
      "Maximun Probability =  0.9946053\n",
      "Difference of prob  0.9892106056213379\n",
      "Results =  [5.6717161e-04 5.0472245e-03 2.2638722e-05 9.9436301e-01]\n",
      "Maximun Probability =  0.994363\n",
      "Difference of prob  0.988726019859314\n",
      "Results =  [5.6933356e-04 5.3468863e-03 2.2271177e-05 9.9406153e-01]\n",
      "Maximun Probability =  0.9940615\n",
      "Difference of prob  0.9881230592727661\n",
      "Results =  [5.8164430e-04 6.0448260e-03 2.2676977e-05 9.9335092e-01]\n",
      "Maximun Probability =  0.9933509\n",
      "Difference of prob  0.9867018461227417\n",
      "Results =  [6.0467137e-04 6.9230017e-03 2.3635774e-05 9.9244875e-01]\n",
      "Maximun Probability =  0.99244875\n",
      "Difference of prob  0.9848974943161011\n",
      "Results =  [6.2682637e-04 7.9353545e-03 2.4414652e-05 9.9141347e-01]\n",
      "Maximun Probability =  0.9914135\n",
      "Difference of prob  0.9828269481658936\n",
      "Results =  [6.3753448e-04 8.5867830e-03 2.4880212e-05 9.9075091e-01]\n",
      "Maximun Probability =  0.9907509\n",
      "Difference of prob  0.9815018177032471\n",
      "Results =  [6.5410085e-04 9.1052987e-03 2.5656278e-05 9.9021500e-01]\n",
      "Maximun Probability =  0.990215\n",
      "Difference of prob  0.980430006980896\n",
      "Results =  [6.9796632e-04 1.0092898e-02 2.7582983e-05 9.8918164e-01]\n",
      "Maximun Probability =  0.98918164\n",
      "Difference of prob  0.9783632755279541\n",
      "Results =  [7.2438776e-04 1.0947216e-02 2.9122813e-05 9.8829937e-01]\n",
      "Maximun Probability =  0.98829937\n",
      "Difference of prob  0.9765987396240234\n",
      "Results =  [7.5147673e-04 1.1573686e-02 2.9684281e-05 9.8764521e-01]\n",
      "Maximun Probability =  0.9876452\n",
      "Difference of prob  0.9752904176712036\n",
      "Results =  [7.7163614e-04 1.1902476e-02 3.0644944e-05 9.8729527e-01]\n",
      "Maximun Probability =  0.98729527\n",
      "Difference of prob  0.974590539932251\n",
      "Results =  [7.8111282e-04 1.1962936e-02 3.1487194e-05 9.8722446e-01]\n",
      "Maximun Probability =  0.98722446\n",
      "Difference of prob  0.9744489192962646\n",
      "Results =  [7.9536973e-04 1.2239532e-02 3.2128635e-05 9.8693299e-01]\n",
      "Maximun Probability =  0.986933\n",
      "Difference of prob  0.9738659858703613\n",
      "Results =  [8.0912141e-04 1.2306459e-02 3.3128850e-05 9.8685133e-01]\n",
      "Maximun Probability =  0.98685133\n",
      "Difference of prob  0.9737026691436768\n",
      "Results =  [8.0843450e-04 1.2258045e-02 3.3805798e-05 9.8689979e-01]\n",
      "Maximun Probability =  0.9868998\n",
      "Difference of prob  0.9737995862960815\n",
      "Results =  [8.0780208e-04 1.2157122e-02 3.4596644e-05 9.8700052e-01]\n",
      "Maximun Probability =  0.9870005\n",
      "Difference of prob  0.9740010499954224\n",
      "Results =  [8.06554453e-04 1.20251905e-02 3.50122245e-05 9.87133265e-01]\n",
      "Maximun Probability =  0.98713326\n",
      "Difference of prob  0.974266529083252\n",
      "Results =  [8.0523879e-04 1.1929464e-02 3.5087825e-05 9.8723024e-01]\n",
      "Maximun Probability =  0.98723024\n",
      "Difference of prob  0.9744604825973511\n",
      "Results =  [8.1264385e-04 1.1937265e-02 3.5024968e-05 9.8721510e-01]\n",
      "Maximun Probability =  0.9872151\n",
      "Difference of prob  0.9744302034378052\n",
      "Results =  [8.1590679e-04 1.1802849e-02 3.4994286e-05 9.8734629e-01]\n",
      "Maximun Probability =  0.9873463\n",
      "Difference of prob  0.9746925830841064\n",
      "Results =  [8.1981259e-04 1.1644389e-02 3.4952551e-05 9.8750091e-01]\n",
      "Maximun Probability =  0.9875009\n",
      "Difference of prob  0.9750018119812012\n",
      "Results =  [8.1984664e-04 1.1417150e-02 3.5289904e-05 9.8772776e-01]\n",
      "Maximun Probability =  0.98772776\n",
      "Difference of prob  0.9754555225372314\n",
      "Results =  [8.2474144e-04 1.1230412e-02 3.5831254e-05 9.8790908e-01]\n",
      "Maximun Probability =  0.9879091\n",
      "Difference of prob  0.9758181571960449\n",
      "Results =  [8.3967979e-04 1.1137408e-02 3.6763897e-05 9.8798627e-01]\n",
      "Maximun Probability =  0.98798627\n",
      "Difference of prob  0.9759725332260132\n",
      "Results =  [8.5065997e-04 1.0984491e-02 3.7431648e-05 9.8812753e-01]\n",
      "Maximun Probability =  0.9881275\n",
      "Difference of prob  0.9762550592422485\n",
      "Results =  [8.5750682e-04 1.0835957e-02 3.7982281e-05 9.8826873e-01]\n",
      "Maximun Probability =  0.98826873\n",
      "Difference of prob  0.9765374660491943\n",
      "Results =  [8.6028635e-04 1.0722247e-02 3.8422477e-05 9.8837918e-01]\n",
      "Maximun Probability =  0.9883792\n",
      "Difference of prob  0.9767583608627319\n",
      "Results =  [8.6610112e-04 1.0631397e-02 3.8837086e-05 9.8846376e-01]\n",
      "Maximun Probability =  0.98846376\n",
      "Difference of prob  0.9769275188446045\n",
      "Results =  [8.7088608e-04 1.0496104e-02 3.8914772e-05 9.8859417e-01]\n",
      "Maximun Probability =  0.9885942\n",
      "Difference of prob  0.9771883487701416\n",
      "Results =  [8.9321018e-04 1.1413226e-02 3.9771290e-05 9.8765385e-01]\n",
      "Maximun Probability =  0.98765385\n",
      "Difference of prob  0.9753077030181885\n",
      "Results =  [9.2656800e-04 1.2260113e-02 4.0905710e-05 9.8677254e-01]\n",
      "Maximun Probability =  0.98677254\n",
      "Difference of prob  0.9735450744628906\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results =  [9.53388924e-04 1.30923875e-02 4.17738775e-05 9.85912621e-01]\n",
      "Maximun Probability =  0.9859126\n",
      "Difference of prob  0.9718252420425415\n",
      "Results =  [9.9337241e-04 1.4519729e-02 4.3798442e-05 9.8444319e-01]\n",
      "Maximun Probability =  0.9844432\n",
      "Difference of prob  0.9688863754272461\n",
      "Results =  [1.0218588e-03 1.6388362e-02 4.5522629e-05 9.8254436e-01]\n",
      "Maximun Probability =  0.98254436\n",
      "Difference of prob  0.9650887250900269\n",
      "Results =  [1.0544484e-03 1.7862501e-02 4.7800797e-05 9.8103541e-01]\n",
      "Maximun Probability =  0.9810354\n",
      "Difference of prob  0.9620708227157593\n",
      "Results =  [1.0999549e-03 1.9755907e-02 5.0410246e-05 9.7909385e-01]\n",
      "Maximun Probability =  0.97909385\n",
      "Difference of prob  0.9581876993179321\n",
      "Results =  [1.1387572e-03 2.1498706e-02 5.2442931e-05 9.7731018e-01]\n",
      "Maximun Probability =  0.9773102\n",
      "Difference of prob  0.954620361328125\n",
      "Results =  [1.1532718e-03 2.2602307e-02 5.2996940e-05 9.7619152e-01]\n",
      "Maximun Probability =  0.9761915\n",
      "Difference of prob  0.9523830413818359\n",
      "Results =  [1.1789267e-03 2.4327919e-02 5.4100816e-05 9.7443914e-01]\n",
      "Maximun Probability =  0.97443914\n",
      "Difference of prob  0.948878288269043\n",
      "Results =  [1.2072386e-03 2.5501823e-02 5.5272820e-05 9.7323579e-01]\n",
      "Maximun Probability =  0.9732358\n",
      "Difference of prob  0.9464715719223022\n",
      "Results =  [1.2547242e-03 2.7130371e-02 5.7108089e-05 9.7155792e-01]\n",
      "Maximun Probability =  0.9715579\n",
      "Difference of prob  0.9431158304214478\n",
      "Results =  [1.2995467e-03 2.8558640e-02 5.8724621e-05 9.7008318e-01]\n",
      "Maximun Probability =  0.9700832\n",
      "Difference of prob  0.9401663541793823\n",
      "Results =  [1.3313026e-03 2.9668251e-02 5.9703125e-05 9.6894085e-01]\n",
      "Maximun Probability =  0.96894085\n",
      "Difference of prob  0.9378817081451416\n",
      "Results =  [1.3726103e-03 3.0927086e-02 6.0994891e-05 9.6763945e-01]\n",
      "Maximun Probability =  0.96763945\n",
      "Difference of prob  0.9352788925170898\n",
      "Results =  [1.4208475e-03 3.2168455e-02 6.2281622e-05 9.6634853e-01]\n",
      "Maximun Probability =  0.9663485\n",
      "Difference of prob  0.932697057723999\n",
      "Results =  [1.4489305e-03 3.3032201e-02 6.3366497e-05 9.6545553e-01]\n",
      "Maximun Probability =  0.96545553\n",
      "Difference of prob  0.9309110641479492\n",
      "Results =  [1.4897611e-03 3.3808406e-02 6.4856737e-05 9.6463698e-01]\n",
      "Maximun Probability =  0.964637\n",
      "Difference of prob  0.9292739629745483\n",
      "Results =  [1.5410820e-03 3.4587845e-02 6.6046494e-05 9.6380508e-01]\n",
      "Maximun Probability =  0.9638051\n",
      "Difference of prob  0.9276101589202881\n",
      "Results =  [1.5768993e-03 3.5401925e-02 6.6584100e-05 9.6295464e-01]\n",
      "Maximun Probability =  0.96295464\n",
      "Difference of prob  0.9259092807769775\n",
      "Results =  [1.6030228e-03 3.6241960e-02 6.7325054e-05 9.6208775e-01]\n",
      "Maximun Probability =  0.96208775\n",
      "Difference of prob  0.924175500869751\n",
      "Results =  [1.6275145e-03 3.7040103e-02 6.7843874e-05 9.6126455e-01]\n",
      "Maximun Probability =  0.96126455\n",
      "Difference of prob  0.9225291013717651\n",
      "Results =  [1.6777738e-03 3.8536437e-02 6.9701826e-05 9.5971608e-01]\n",
      "Maximun Probability =  0.9597161\n",
      "Difference of prob  0.9194321632385254\n",
      "Results =  [1.7194557e-03 3.9753404e-02 7.1788680e-05 9.5845538e-01]\n",
      "Maximun Probability =  0.9584554\n",
      "Difference of prob  0.9169107675552368\n",
      "Results =  [1.751507e-03 4.087569e-02 7.401698e-05 9.572988e-01]\n",
      "Maximun Probability =  0.9572988\n",
      "Difference of prob  0.9145976305007935\n",
      "Results =  [1.7763260e-03 4.1751184e-02 7.5371820e-05 9.5639718e-01]\n",
      "Maximun Probability =  0.9563972\n",
      "Difference of prob  0.9127943515777588\n",
      "Results =  [1.7986957e-03 4.3317452e-02 7.6838405e-05 9.5480704e-01]\n",
      "Maximun Probability =  0.95480704\n",
      "Difference of prob  0.909614086151123\n",
      "Results =  [1.8181447e-03 4.4870835e-02 7.7822573e-05 9.5323324e-01]\n",
      "Maximun Probability =  0.95323324\n",
      "Difference of prob  0.9064664840698242\n",
      "Results =  [1.8402659e-03 4.6290211e-02 7.8921439e-05 9.5179063e-01]\n",
      "Maximun Probability =  0.95179063\n",
      "Difference of prob  0.9035812616348267\n",
      "Results =  [1.8578892e-03 4.7049392e-02 7.9773701e-05 9.5101303e-01]\n",
      "Maximun Probability =  0.951013\n",
      "Difference of prob  0.9020260572433472\n",
      "Results =  [1.8722534e-03 4.7498237e-02 8.0359496e-05 9.5054924e-01]\n",
      "Maximun Probability =  0.95054924\n",
      "Difference of prob  0.9010984897613525\n",
      "Results =  [1.8825146e-03 4.7789600e-02 8.0877820e-05 9.5024711e-01]\n",
      "Maximun Probability =  0.9502471\n",
      "Difference of prob  0.9004942178726196\n",
      "Results =  [1.8924760e-03 4.8089933e-02 8.1385537e-05 9.4993621e-01]\n",
      "Maximun Probability =  0.9499362\n",
      "Difference of prob  0.8998724222183228\n",
      "Results =  [1.9001751e-03 4.8067823e-02 8.1808364e-05 9.4995022e-01]\n",
      "Maximun Probability =  0.9499502\n",
      "Difference of prob  0.8999004364013672\n",
      "Results =  [1.9157225e-03 4.8369441e-02 8.2922546e-05 9.4963199e-01]\n",
      "Maximun Probability =  0.949632\n",
      "Difference of prob  0.8992639780044556\n",
      "Results =  [1.9567921e-03 4.8642028e-02 8.5294043e-05 9.4931597e-01]\n",
      "Maximun Probability =  0.94931597\n",
      "Difference of prob  0.8986319303512573\n",
      "Results =  [1.9952254e-03 4.9125575e-02 8.6956097e-05 9.4879234e-01]\n",
      "Maximun Probability =  0.94879234\n",
      "Difference of prob  0.8975846767425537\n",
      "Results =  [2.0508678e-03 4.9693339e-02 8.9583802e-05 9.4816631e-01]\n",
      "Maximun Probability =  0.9481663\n",
      "Difference of prob  0.8963326215744019\n",
      "Results =  [2.1057427e-03 5.0325505e-02 9.2562441e-05 9.4747627e-01]\n",
      "Maximun Probability =  0.94747627\n",
      "Difference of prob  0.8949525356292725\n",
      "Results =  [2.1376649e-03 5.0856158e-02 9.3902614e-05 9.4691235e-01]\n",
      "Maximun Probability =  0.94691235\n",
      "Difference of prob  0.8938246965408325\n",
      "Results =  [2.1533268e-03 5.1092520e-02 9.4110779e-05 9.4666010e-01]\n",
      "Maximun Probability =  0.9466601\n",
      "Difference of prob  0.8933202028274536\n",
      "Results =  [2.1672505e-03 5.1354945e-02 9.4309282e-05 9.4638360e-01]\n",
      "Maximun Probability =  0.9463836\n",
      "Difference of prob  0.8927671909332275\n",
      "Results =  [2.1898220e-03 5.1963378e-02 9.5376236e-05 9.4575155e-01]\n",
      "Maximun Probability =  0.94575155\n",
      "Difference of prob  0.891503095626831\n",
      "Results =  [2.2105020e-03 5.2581031e-02 9.6414646e-05 9.4511217e-01]\n",
      "Maximun Probability =  0.94511217\n",
      "Difference of prob  0.8902243375778198\n",
      "Results =  [2.2414557e-03 5.3529061e-02 9.8018747e-05 9.4413161e-01]\n",
      "Maximun Probability =  0.9441316\n",
      "Difference of prob  0.8882632255554199\n",
      "Results =  [2.2649472e-03 5.4214422e-02 9.9312601e-05 9.4342142e-01]\n",
      "Maximun Probability =  0.9434214\n",
      "Difference of prob  0.8868428468704224\n",
      "Results =  [2.2882982e-03 5.4799788e-02 1.0086113e-04 9.4281113e-01]\n",
      "Maximun Probability =  0.94281113\n",
      "Difference of prob  0.8856222629547119\n",
      "Results =  [2.31109187e-03 5.54721467e-02 1.02534184e-04 9.42114294e-01]\n",
      "Maximun Probability =  0.9421143\n",
      "Difference of prob  0.8842285871505737\n",
      "Results =  [2.3243940e-03 5.5849060e-02 1.0354279e-04 9.4172311e-01]\n",
      "Maximun Probability =  0.9417231\n",
      "Difference of prob  0.883446216583252\n",
      "Results =  [2.3345249e-03 5.6437697e-02 1.0495071e-04 9.4112295e-01]\n",
      "Maximun Probability =  0.94112295\n",
      "Difference of prob  0.8822458982467651\n",
      "Results =  [2.34575011e-03 5.66766970e-02 1.06211664e-04 9.40871418e-01]\n",
      "Maximun Probability =  0.9408714\n",
      "Difference of prob  0.8817428350448608\n",
      "Results =  [2.3517376e-03 5.6841899e-02 1.0689718e-04 9.4069952e-01]\n",
      "Maximun Probability =  0.9406995\n",
      "Difference of prob  0.8813990354537964\n",
      "Results =  [2.3602317e-03 5.7120126e-02 1.0777316e-04 9.4041193e-01]\n",
      "Maximun Probability =  0.9404119\n",
      "Difference of prob  0.8808238506317139\n",
      "Results =  [2.36329250e-03 5.73143922e-02 1.08547145e-04 9.40213799e-01]\n",
      "Maximun Probability =  0.9402138\n",
      "Difference of prob  0.8804275989532471\n",
      "Results =  [2.3741112e-03 5.7889353e-02 1.0998712e-04 9.3962663e-01]\n",
      "Maximun Probability =  0.93962663\n",
      "Difference of prob  0.8792532682418823\n",
      "Results =  [3.4668585e-03 6.4515099e-02 1.1552545e-04 9.3190265e-01]\n",
      "Maximun Probability =  0.93190265\n",
      "Difference of prob  0.8638052940368652\n",
      "Results =  [4.7302595e-03 7.0326269e-02 1.2084766e-04 9.2482275e-01]\n",
      "Maximun Probability =  0.92482275\n",
      "Difference of prob  0.8496454954147339\n",
      "Results =  [6.011917e-03 7.563742e-02 1.268776e-04 9.182239e-01]\n",
      "Maximun Probability =  0.9182239\n",
      "Difference of prob  0.8364478349685669\n",
      "Results =  [7.1917977e-03 8.1278354e-02 1.3196899e-04 9.1139805e-01]\n",
      "Maximun Probability =  0.91139805\n",
      "Difference of prob  0.822796106338501\n",
      "Results =  [8.2327742e-03 8.6945310e-02 1.3606912e-04 9.0468597e-01]\n",
      "Maximun Probability =  0.904686\n",
      "Difference of prob  0.8093719482421875\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results =  [9.2792306e-03 9.2129551e-02 1.4084826e-04 8.9845055e-01]\n",
      "Maximun Probability =  0.89845055\n",
      "Difference of prob  0.7969011068344116\n",
      "Results =  [1.037759e-02 9.721869e-02 1.458773e-04 8.922580e-01]\n",
      "Maximun Probability =  0.892258\n",
      "Difference of prob  0.7845159769058228\n",
      "Results =  [1.1430362e-02 1.0204464e-01 1.5121361e-04 8.8637394e-01]\n",
      "Maximun Probability =  0.88637394\n",
      "Difference of prob  0.7727478742599487\n",
      "Results =  [1.2454492e-02 1.0711482e-01 1.5653571e-04 8.8027430e-01]\n",
      "Maximun Probability =  0.8802743\n",
      "Difference of prob  0.7605485916137695\n",
      "Results =  [1.3461913e-02 1.1207042e-01 1.6137982e-04 8.7430644e-01]\n",
      "Maximun Probability =  0.87430644\n",
      "Difference of prob  0.7486128807067871\n",
      "Results =  [1.4444659e-02 1.1684667e-01 1.6562355e-04 8.6854327e-01]\n",
      "Maximun Probability =  0.86854327\n",
      "Difference of prob  0.7370865345001221\n",
      "Results =  [1.51858181e-02 1.22297525e-01 1.68438710e-04 8.62348437e-01]\n",
      "Maximun Probability =  0.86234844\n",
      "Difference of prob  0.7246968746185303\n",
      "Results =  [1.5898360e-02 1.2757377e-01 1.7160116e-04 8.5635650e-01]\n",
      "Maximun Probability =  0.8563565\n",
      "Difference of prob  0.7127130031585693\n",
      "Results =  [1.6748823e-02 1.3204831e-01 1.7532110e-04 8.5102779e-01]\n",
      "Maximun Probability =  0.8510278\n",
      "Difference of prob  0.7020555734634399\n",
      "Results =  [1.7732562e-02 1.3616629e-01 1.7954900e-04 8.4592181e-01]\n",
      "Maximun Probability =  0.8459218\n",
      "Difference of prob  0.6918436288833618\n",
      "Results =  [1.8729245e-02 1.4010285e-01 1.8403848e-04 8.4098411e-01]\n",
      "Maximun Probability =  0.8409841\n",
      "Difference of prob  0.6819682121276855\n",
      "Results =  [1.9696511e-02 1.4437851e-01 1.8874324e-04 8.3573645e-01]\n",
      "Maximun Probability =  0.83573645\n",
      "Difference of prob  0.6714729070663452\n",
      "Results =  [2.0507978e-02 1.4917342e-01 1.9331538e-04 8.3012551e-01]\n",
      "Maximun Probability =  0.8301255\n",
      "Difference of prob  0.6602510213851929\n",
      "Results =  [2.1260481e-02 1.5400842e-01 1.9816896e-04 8.2453310e-01]\n",
      "Maximun Probability =  0.8245331\n",
      "Difference of prob  0.6490662097930908\n",
      "Results =  [2.1930747e-02 1.5909833e-01 2.0185387e-04 8.1876928e-01]\n",
      "Maximun Probability =  0.8187693\n",
      "Difference of prob  0.6375385522842407\n",
      "Results =  [2.2523401e-02 1.6424966e-01 2.0546596e-04 8.1302166e-01]\n",
      "Maximun Probability =  0.81302166\n",
      "Difference of prob  0.6260433197021484\n",
      "Results =  [2.3299769e-02 1.6890420e-01 2.0951660e-04 8.0758673e-01]\n",
      "Maximun Probability =  0.8075867\n",
      "Difference of prob  0.6151734590530396\n",
      "Results =  [2.4048096e-02 1.7326987e-01 2.1360230e-04 8.0246866e-01]\n",
      "Maximun Probability =  0.80246866\n",
      "Difference of prob  0.6049373149871826\n",
      "Results =  [2.4694746e-02 1.7757288e-01 2.1798944e-04 7.9751462e-01]\n",
      "Maximun Probability =  0.7975146\n",
      "Difference of prob  0.5950292348861694\n",
      "Results =  [2.5586871e-02 1.8149464e-01 2.2351861e-04 7.9269516e-01]\n",
      "Maximun Probability =  0.79269516\n",
      "Difference of prob  0.5853903293609619\n",
      "Results =  [2.6593264e-02 1.8535708e-01 2.2808160e-04 7.8782177e-01]\n",
      "Maximun Probability =  0.78782177\n",
      "Difference of prob  0.5756435394287109\n",
      "Results =  [2.7463002e-02 1.8936817e-01 2.3176272e-04 7.8293729e-01]\n",
      "Maximun Probability =  0.7829373\n",
      "Difference of prob  0.5658745765686035\n",
      "Results =  [2.8245749e-02 1.9330449e-01 2.3493600e-04 7.7821505e-01]\n",
      "Maximun Probability =  0.77821505\n",
      "Difference of prob  0.5564301013946533\n",
      "Results =  [2.9007280e-02 1.9707040e-01 2.3833921e-04 7.7368420e-01]\n",
      "Maximun Probability =  0.7736842\n",
      "Difference of prob  0.5473684072494507\n",
      "Results =  [2.9637331e-02 2.0089945e-01 2.4174440e-04 7.6922166e-01]\n",
      "Maximun Probability =  0.76922166\n",
      "Difference of prob  0.5384433269500732\n",
      "Results =  [3.0188695e-02 2.0498207e-01 2.4530798e-04 7.6458412e-01]\n",
      "Maximun Probability =  0.7645841\n",
      "Difference of prob  0.5291682481765747\n",
      "Results =  [3.0762309e-02 2.0878512e-01 2.4892343e-04 7.6020384e-01]\n",
      "Maximun Probability =  0.76020384\n",
      "Difference of prob  0.5204076766967773\n",
      "Results =  [3.1303819e-02 2.1273373e-01 2.5224066e-04 7.5571042e-01]\n",
      "Maximun Probability =  0.7557104\n",
      "Difference of prob  0.5114208459854126\n",
      "Results =  [3.1977035e-02 2.1621852e-01 2.5580902e-04 7.5154883e-01]\n",
      "Maximun Probability =  0.7515488\n",
      "Difference of prob  0.503097653388977\n",
      "Results =  [3.2585129e-02 2.1986488e-01 2.5937165e-04 7.4729079e-01]\n",
      "Maximun Probability =  0.7472908\n",
      "Difference of prob  0.49458158016204834\n",
      "Results =  [3.3474185e-02 2.2476162e-01 2.6524960e-04 7.4149907e-01]\n",
      "Maximun Probability =  0.74149907\n",
      "Difference of prob  0.4829981327056885\n",
      "Results =  [3.4326144e-02 2.2946939e-01 2.7032619e-04 7.3593426e-01]\n",
      "Maximun Probability =  0.73593426\n",
      "Difference of prob  0.47186851501464844\n",
      "Results =  [3.5152875e-02 2.3481956e-01 2.7563266e-04 7.2975206e-01]\n",
      "Maximun Probability =  0.72975206\n",
      "Difference of prob  0.4595041275024414\n",
      "Results =  [3.5919379e-02 2.4028973e-01 2.8097749e-04 7.2351015e-01]\n",
      "Maximun Probability =  0.72351015\n",
      "Difference of prob  0.4470202922821045\n",
      "Results =  [3.6657024e-02 2.4603975e-01 2.8595250e-04 7.1701735e-01]\n",
      "Maximun Probability =  0.71701735\n",
      "Difference of prob  0.43403470516204834\n",
      "Results =  [3.7416369e-02 2.5151208e-01 2.9060096e-04 7.1078110e-01]\n",
      "Maximun Probability =  0.7107811\n",
      "Difference of prob  0.42156219482421875\n",
      "Results =  [3.8111974e-02 2.5718862e-01 2.9505955e-04 7.0440453e-01]\n",
      "Maximun Probability =  0.70440453\n",
      "Difference of prob  0.4088090658187866\n",
      "Results =  [3.8780764e-02 2.6279032e-01 2.9966104e-04 6.9812936e-01]\n",
      "Maximun Probability =  0.69812936\n",
      "Difference of prob  0.39625871181488037\n",
      "Results =  [3.9263442e-02 2.6321250e-01 3.4021647e-04 6.9718391e-01]\n",
      "Maximun Probability =  0.6971839\n",
      "Difference of prob  0.3943678140640259\n",
      "Results =  [3.9824955e-02 2.6369035e-01 3.8872290e-04 6.9609612e-01]\n",
      "Maximun Probability =  0.6960961\n",
      "Difference of prob  0.3921922445297241\n",
      "Results =  [4.0350243e-02 2.6411331e-01 4.3551734e-04 6.9510102e-01]\n",
      "Maximun Probability =  0.695101\n",
      "Difference of prob  0.39020204544067383\n",
      "Results =  [4.0851887e-02 2.6447198e-01 4.8617530e-04 6.9419003e-01]\n",
      "Maximun Probability =  0.69419\n",
      "Difference of prob  0.3883800506591797\n",
      "Results =  [4.1359238e-02 2.6510394e-01 5.5432570e-04 6.9298261e-01]\n",
      "Maximun Probability =  0.6929826\n",
      "Difference of prob  0.3859652280807495\n",
      "Results =  [4.1912988e-02 2.6600119e-01 6.2514393e-04 6.9146073e-01]\n",
      "Maximun Probability =  0.6914607\n",
      "Difference of prob  0.3829214572906494\n",
      "Results =  [4.2431090e-02 2.6691043e-01 6.8228005e-04 6.8997622e-01]\n",
      "Maximun Probability =  0.6899762\n",
      "Difference of prob  0.37995243072509766\n",
      "Results =  [0.04300736 0.26765883 0.00073433 0.6885996 ]\n",
      "Maximun Probability =  0.6885996\n",
      "Difference of prob  0.3771991729736328\n",
      "Results =  [0.04365732 0.26833013 0.00078897 0.6872236 ]\n",
      "Maximun Probability =  0.6872236\n",
      "Difference of prob  0.374447226524353\n",
      "Results =  [0.04449764 0.26919633 0.00084865 0.6854574 ]\n",
      "Maximun Probability =  0.6854574\n",
      "Difference of prob  0.3709148168563843\n",
      "Results =  [0.04502483 0.2695298  0.00087607 0.6845693 ]\n",
      "Maximun Probability =  0.6845693\n",
      "Difference of prob  0.36913859844207764\n",
      "Results =  [0.04608308 0.27004886 0.00091064 0.68295753]\n",
      "Maximun Probability =  0.68295753\n",
      "Difference of prob  0.36591506004333496\n",
      "Results =  [0.04730458 0.27040976 0.00094365 0.6813421 ]\n",
      "Maximun Probability =  0.6813421\n",
      "Difference of prob  0.3626842498779297\n",
      "Results =  [0.04836786 0.27117482 0.00099191 0.6794656 ]\n",
      "Maximun Probability =  0.6794656\n",
      "Difference of prob  0.35893118381500244\n",
      "Results =  [0.04944633 0.27194786 0.00104206 0.6775639 ]\n",
      "Maximun Probability =  0.6775639\n",
      "Difference of prob  0.35512781143188477\n",
      "Results =  [0.05007906 0.27220097 0.0010677  0.6766525 ]\n",
      "Maximun Probability =  0.6766525\n",
      "Difference of prob  0.35330498218536377\n",
      "Results =  [0.05142226 0.27258825 0.00110752 0.6748821 ]\n",
      "Maximun Probability =  0.6748821\n",
      "Difference of prob  0.34976422786712646\n",
      "Results =  [0.05244524 0.27286625 0.00114238 0.6735463 ]\n",
      "Maximun Probability =  0.6735463\n",
      "Difference of prob  0.3470926284790039\n",
      "Results =  [0.05404091 0.27325305 0.00119355 0.6715126 ]\n",
      "Maximun Probability =  0.6715126\n",
      "Difference of prob  0.34302520751953125\n",
      "[INFO] cleaning up...\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'cv2.VideoCapture' object has no attribute 'stream'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-290459aa6d14>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m    138\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"[INFO] cleaning up...\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    139\u001b[0m \u001b[0mwriter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 140\u001b[1;33m \u001b[0mvs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstream\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'cv2.VideoCapture' object has no attribute 'stream'"
     ]
    }
   ],
   "source": [
    "from keras.models import load_model\n",
    "from collections import deque\n",
    "import numpy as np\n",
    "import argparse\n",
    "import time\n",
    "import pickle\n",
    "import cv2\n",
    "from twilio.rest import Client\n",
    "camid = 101   \n",
    "location = 'Hackabit BIT MESHRA,Ranchi, Jharkhand ,India' \n",
    "\n",
    "ap = argparse.ArgumentParser()\n",
    "ap.add_argument(\"-m\", \"--model\", required=True,\n",
    "\thelp=\"path to trained serialized model\")\n",
    "ap.add_argument(\"-l\", \"--label-bin\", required=True,\n",
    "\thelp=\"path to  label binarizer\")\n",
    "ap.add_argument(\"-i\", \"--input\", required=False,\n",
    "\thelp=\"path to our input video\")\n",
    "ap.add_argument(\"-o\", \"--output\", required=True,\n",
    "\thelp=\"path to our output video\")\n",
    "ap.add_argument(\"-s\", \"--size\", type=int, default=128,\n",
    "\thelp=\"size of queue for averaging\")\n",
    "args = vars(ap.parse_args('-m model -l label-bin -o output'.split()))\n",
    "\n",
    "print(\"[INFO] loading model and label binarizer...\")\n",
    "model = load_model(args[\"model\"])\n",
    "lb = pickle.loads(open(args[\"label_bin\"], \"rb\").read())\n",
    "\n",
    "mean = np.array([123.68, 116.779, 103.939][::1], dtype=\"float32\")\n",
    "Q = deque(maxlen=args[\"size\"])\n",
    "\n",
    "print(\"[INFO] starting video stream...\")\n",
    "vs = cv2.VideoCapture('demo.mp4')\n",
    "writer = None\n",
    "time.sleep(2.0)\n",
    "#-------------------\n",
    "(W, H) = (None, None)\n",
    "client = Client(\"AC358d6a22cb7b8966c3267905a9XXXXXXX\", \"2f9227d6e04fd21e44d85772c5XXXXX\") \n",
    "prelabel = ''\n",
    "prelabel = ''\n",
    "ok = 'Normal'\n",
    "fi_label = []\n",
    "framecount = 0\n",
    "while True:\n",
    "\tflag,frame = vs.read()\n",
    "\n",
    "\n",
    "\tif W is None or H is None:\n",
    "\t\t(H, W) = frame.shape[:2]\n",
    "\n",
    "\n",
    "\toutput = frame.copy()\n",
    "\tframe = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
    "\tframe = cv2.resize(frame, (224, 224)).astype(\"float32\")\n",
    "\tframe -= mean\n",
    "\n",
    "\n",
    "\tpreds = model.predict(np.expand_dims(frame, axis=0))[0]\n",
    "\n",
    "\tprediction = preds.argmax(axis=0)\n",
    "\tQ.append(preds)\n",
    "\n",
    "\n",
    "\tresults = np.array(Q).mean(axis=0)\n",
    "\tprint('Results = ', results)\n",
    "\tmaxprob = np.max(results)\n",
    "\tprint('Maximun Probability = ', maxprob)\n",
    "\ti = np.argmax(results)\n",
    "\tlabel = lb[i]\n",
    "\n",
    "\trest = 1 - maxprob\n",
    "    \n",
    "\tdiff = (maxprob) - (rest)\n",
    "\tprint('Difference of prob ', diff)\n",
    "\tth = 100\n",
    "\tif diff > .80:\n",
    "\t\tth = diff\n",
    "      \n",
    "        \n",
    "        \n",
    "        \n",
    "\tif (preds[prediction]) < th:\n",
    "\t\ttext = \"Alert : {} - {:.2f}%\".format((ok), 100 - (maxprob * 100))\n",
    "\t\tcv2.putText(output, text, (35, 50), cv2.FONT_HERSHEY_SIMPLEX, 1.25, (0, 255, 0), 5)\n",
    "\telse:\n",
    "\t\tfi_label = np.append(fi_label, label)\n",
    "\t\ttext = \"Alert : {} - {:.2f}%\".format((label), maxprob * 100)\n",
    "\t\tcv2.putText(output, text, (35, 50), cv2.FONT_HERSHEY_SIMPLEX, 1.25, (0, 255, 0), 5) \n",
    "\t\tif label != prelabel: \n",
    "\t\t\tclient.messages.create(to=\"+917975720047\", \n",
    "                       from_=\"+12054967936\", \n",
    "                       body='\\n'+ str(text) +'\\n Satellite: ' + str(camid) + '\\n Orbit: ' + location)\n",
    "\t\tprelabel = label\n",
    "\n",
    "\n",
    "\tif writer is None:\n",
    "\t\tfourcc = cv2.VideoWriter_fourcc(*\"MJPG\")\n",
    "\t\twriter = cv2.VideoWriter(args[\"output\"], fourcc, 30,\n",
    "\t\t\t(W, H), True)\n",
    "\n",
    "\twriter.write(output)\n",
    "\n",
    "\t# show the output image\n",
    "\tcv2.imshow(\"Output\", output)\n",
    "\tkey = cv2.waitKey(1) & 0xFF\n",
    "\n",
    "\tif key == ord(\"q\"):\n",
    "\t\tbreak\n",
    "\n",
    "# release the file pointers\n",
    "print(\"[INFO] cleaning up...\")\n",
    "writer.release()\n",
    "vs.stream.release()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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