01-first_gate-car_or_not.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### data0 - all car images, including whole and damaged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import urllib\n",
    "from IPython.display import Image, display, clear_output\n",
    "from collections import Counter, defaultdict\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "%matplotlib inline\n",
    "\n",
    "import json\n",
    "import pickle as pk\n",
    "from sklearn.metrics import classification_report, confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using Theano backend.\n",
      "Using gpu device 0: GRID K520 (CNMeM is enabled)\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import h5py\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from keras.utils.data_utils import get_file\n",
    "from keras.applications.resnet50 import ResNet50\n",
    "from keras.applications.vgg16 import VGG16\n",
    "from keras.applications.vgg19 import VGG19\n",
    "from keras.applications.inception_v3 import InceptionV3\n",
    "from keras.applications.imagenet_utils import preprocess_input, decode_predictions\n",
    "from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
    "from keras.models import Sequential, load_model\n",
    "from keras.layers import Convolution2D, MaxPooling2D, ZeroPadding2D\n",
    "from keras.layers import Activation, Dropout, Flatten, Dense\n",
    "from keras.utils.np_utils import to_categorical\n",
    "from keras import optimizers\n",
    "from keras.callbacks import ModelCheckpoint, History"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "CLASS_INDEX = None\n",
    "CLASS_INDEX_PATH = 'https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# from Keras GitHub  \n",
    "def get_predictions(preds, top=5):\n",
    "    global CLASS_INDEX\n",
    "    if len(preds.shape) != 2 or preds.shape[1] != 1000:\n",
    "        raise ValueError('`decode_predictions` expects '\n",
    "                         'a batch of predictions '\n",
    "                         '(i.e. a 2D array of shape (samples, 1000)). '\n",
    "                         'Found array with shape: ' + str(preds.shape))\n",
    "    if CLASS_INDEX is None:\n",
    "        fpath = get_file('imagenet_class_index.json',\n",
    "                         CLASS_INDEX_PATH,\n",
    "                         cache_subdir='models')\n",
    "        CLASS_INDEX = json.load(open(fpath))\n",
    "    results = []\n",
    "    for pred in preds:\n",
    "        top_indices = pred.argsort()[-top:][::-1]\n",
    "        result = [tuple(CLASS_INDEX[str(i)]) + (pred[i],) for i in top_indices]\n",
    "        result.sort(key=lambda x: x[2], reverse=True)\n",
    "        results.append(result)\n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "vgg16 = VGG16(weights='imagenet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vgg16.save('vgg16.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg19_weights_th_dim_ordering_th_kernels.h5\n",
      "574717952/574710688 [==============================] - 30s    \n",
      "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.2/inception_v3_weights_th_dim_ordering_th_kernels.h5\n",
      "94617600/95119472 [============================>.] - ETA: 0s"
     ]
    }
   ],
   "source": [
    "resnet50 = ResNet50(weights='imagenet')\n",
    "vgg19 = VGG19(weights='imagenet')\n",
    "inception = InceptionV3(weights='imagenet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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q3bTHjKEbWHSNVzY2bXtLDf080qpgqoN91h13nAfnHqsZR110rtqz9ZoH7UHErlK+LDTD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I2H2mbbsRz+roqgI6KtV27hhE1mbzhlIg/OEs7dof8AVp+Lh+q41qLoq+uUqHvHC5WmO0i6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\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MAsg5Xieiv1e0jWiS4C33X69EdNGx19fsu3R5jWRBlVj2UOlTIcYXM4Ttc0iS5zfHelWa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\n03gh7HFpBEdLf7Vr4bZbLMcvkgKVcT+y2ey8aGmJ913zWgb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s2yjeQuclBxjIcisSS+Xf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c9xdU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\nx6FoQKWL9NqmpTSMK+VbcFNzL2V3lLhNqNS46+U/JGB//9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "image/jpeg": {
       "width": 200
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('test.jpg', width=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def prepare_image(img_path):\n",
    "    img = load_img(img_path, target_size=(224, 224))\n",
    "    x = img_to_array(img)\n",
    "    x = np.expand_dims(x, axis=0)\n",
    "    x = preprocess_input(x)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing with different models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[(u'n02951358', u'canoe', 0.11222993), (u'n03459775', u'grille', 0.079561532), (u'n02974003', u'car_wheel', 0.054067023), (u'n04560804', u'water_jug', 0.036461826), (u'n02795169', u'barrel', 0.03404858)]]\n"
     ]
    }
   ],
   "source": [
    "y = prepare_image('test.jpg')\n",
    "preds = vgg16.predict(y)\n",
    "print get_predictions(preds, top=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[(u'n03459775', u'grille', 0.28048685), (u'n04560804', u'water_jug', 0.26908153), (u'n03950228', u'pitcher', 0.080248252), (u'n04141975', u'scale', 0.071326435), (u'n02974003', u'car_wheel', 0.04589555)]]\n"
     ]
    }
   ],
   "source": [
    "z = preprocess_input(x)\n",
    "preds = resnet.predict(z)\n",
    "print get_predictions(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[(u'n04493381', u'tub', 0.3188411), (u'n02808440', u'bathtub', 0.19447012), (u'n04447861', u'toilet_seat', 0.071480118), (u'n04049303', u'rain_barrel', 0.06163064), (u'n02951358', u'canoe', 0.050739273)]]\n"
     ]
    }
   ],
   "source": [
    "a = preprocess_input(x)\n",
    "preds = vgg19.predict(a)\n",
    "print get_predictions(preds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using VGG16 as Gate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_car_categories():\n",
    "    d = defaultdict(float)\n",
    "    img_list = os.listdir('data0')\n",
    "    for i, img_path in enumerate(img_list):\n",
    "        img = prepare_image('data0/'+img_path)\n",
    "        out = vgg16.predict(img)\n",
    "        top = get_predictions(out, top=5)\n",
    "        for j in top[0]:\n",
    "            d[j[0:2]] += j[2]\n",
    "        if i % 50 == 0:\n",
    "            print i, '/', len(img_list), 'complete'\n",
    "    return Counter(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 / 1309 complete\n",
      "1 / 1309 complete\n",
      "2 / 1309 complete\n",
      "3 / 1309 complete\n",
      "4 / 1309 complete\n",
      "5 / 1309 complete\n",
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     ]
    }
   ],
   "source": [
    "cat_counter = get_car_categories()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open('cat_counter.pk', 'wb') as f:\n",
    "    pk.dump(cat_counter,f,-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Pickle Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open('cat_counter.pk', 'rb') as f:\n",
    "    cat_counter = pk.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cat_list = [k for k, v in cat_counter.most_common()[:50]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating Car Categories from Imagenet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_car_categories(cat_list):\n",
    "    img_list = os.listdir('data0')\n",
    "    num = 0\n",
    "    bad_list = []\n",
    "    for i, img_path in enumerate(img_list):\n",
    "        img = prepare_image('data0/'+img_path)\n",
    "        out = vgg16.predict(img)\n",
    "        top = get_predictions(out, top=5)\n",
    "        for j in top[0]:\n",
    "            if j[0:2] in cat_list:\n",
    "                num += 1\n",
    "                break # breaks out of for loop if one of top 50 categories is found\n",
    "            else:\n",
    "                pass\n",
    "            bad_list.append(img_path) # appends to \"bad list\" if none of the 50 are found\n",
    "        if i % 100 == 0:\n",
    "            print i, '/', len(img_list), 'complete'\n",
    "    bad_list = [k for k, v in Counter(bad_list).iteritems() if v == 5]\n",
    "    return num, bad_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 / 1309 complete\n",
      "50 / 1309 complete\n",
      "100 / 1309 complete\n",
      "150 / 1309 complete\n",
      "200 / 1309 complete\n",
      "250 / 1309 complete\n",
      "300 / 1309 complete\n",
      "350 / 1309 complete\n",
      "400 / 1309 complete\n",
      "450 / 1309 complete\n",
      "500 / 1309 complete\n",
      "550 / 1309 complete\n",
      "600 / 1309 complete\n",
      "650 / 1309 complete\n",
      "700 / 1309 complete\n",
      "750 / 1309 complete\n",
      "800 / 1309 complete\n",
      "850 / 1309 complete\n",
      "900 / 1309 complete\n",
      "950 / 1309 complete\n",
      "1000 / 1309 complete\n",
      "1050 / 1309 complete\n",
      "1100 / 1309 complete\n",
      "1150 / 1309 complete\n",
      "1200 / 1309 complete\n",
      "1250 / 1309 complete\n",
      "1300 / 1309 complete\n"
     ]
    }
   ],
   "source": [
    "number, bad_list = get_car_categories(cat_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 / 1309 complete\n",
      "100 / 1309 complete\n",
      "200 / 1309 complete\n",
      "300 / 1309 complete\n",
      "400 / 1309 complete\n",
      "500 / 1309 complete\n",
      "600 / 1309 complete\n",
      "700 / 1309 complete\n",
      "800 / 1309 complete\n",
      "900 / 1309 complete\n",
      "1000 / 1309 complete\n",
      "1100 / 1309 complete\n",
      "1200 / 1309 complete\n",
      "1300 / 1309 complete\n"
     ]
    }
   ],
   "source": [
    "number2, bad_list2 = car_categories_gate(cat_list2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number2, bad_list2 = car_categories_gate(cat_list2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select top 50 as cutoff for category list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def view_images(img_dir, img_list):\n",
    "    for img in img_list:\n",
    "        clear_output()\n",
    "        display(Image(img_dir+img))\n",
    "        num = raw_input(\"c to continue, q to quit\")\n",
    "        if num == 'c':\n",
    "            pass\n",
    "        else:\n",
    "            return 'Finished for now.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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+FSyg0BoxDwRIWxeClGwwxgsGFmHxaWFYLTiEteMMrbYKgTEzQLmITcYBaFGK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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c to continue, q to quitq\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Finished for now.'"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "view_images('data0/', bad_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c to continue, q to quitc\n"
     ]
    }
   ],
   "source": [
    "view_images('data0/', bad_list2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gate Implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def car_categories_gate(image_path, cat_list):\n",
    "    urllib.urlretrieve(image_path, 'save.jpg') # or other way to upload image\n",
    "    img = prepare_image('save.jpg')\n",
    "    out = vgg16.predict(img)\n",
    "    top = get_predictions(out, top=5)\n",
    "    print \"Validating that this is a picture of your car...\"\n",
    "    for j in top[0]:\n",
    "        if j[0:2] in cat_list:\n",
    "            print j[0:2]\n",
    "            return \"Validation complete - proceed to damage evaluation\"\n",
    "    return \"Are you sure this is a picture of your car? Please take another picture (try a different angle or lighting) and try again.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validating that this is a picture of your car...\n",
      "(u'n02930766', u'cab')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Validation complete - proceed to damage evaluation'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "car_categories_gate('https://encrypted-tbn1.gstatic.com/images?q=tbn:ANd9GcSxhKhaSwPgdQkrDegC6sbUALBF9SiW6tDKg6dLDYj83e19krxy', cat_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validating that this is a picture of your car...\n",
      "(u'n03445924', u'golfcart')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Validation complete - proceed to damage evaluation'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "car_categories_gate('https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcS7xHO3j12Xk4q4eaQUL1A02k1HrJ9G_RY6tj-4h-07EfdML6YL', cat_list)"
   ]
  }
 ],
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