code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "from keras.models import Sequential,Model\n",
    "from keras.layers import Input,Dense, Dropout, Flatten, Activation, Input, Average\n",
    "from keras.layers import Conv2D, MaxPooling2D, GlobalAveragePooling2D\n",
    "from keras.preprocessing import image\n",
    "from keras.layers.normalization import BatchNormalization\n",
    "from keras.applications.vgg16 import VGG16\n",
    "from keras.layers import concatenate\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "\n",
    "import numpy as np\n",
    "import cv2, glob\n",
    "import numpy as np\n",
    "import os\n",
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!unzip assignment2_train_dataset.zip -d data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!unzip assignment2_test_dataset.zip -d data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "print(os.listdir(\"data/\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#COLOR CLAHE FUNC\n",
    "def enhance(image_path, clip_limit=3):\n",
    "    image = cv2.imread(image_path, 1)\n",
    "    # convert image to LAB color model\n",
    "    image_lab = cv2.cvtColor(image, cv2.COLOR_BGR2LAB)\n",
    "\n",
    "    # split the image into L, A, and B channels\n",
    "    l_channel, a_channel, b_channel = cv2.split(image_lab)\n",
    "\n",
    "    # apply CLAHE to lightness channel\n",
    "    clahe = cv2.createCLAHE(clipLimit=clip_limit, tileGridSize=(8, 8))\n",
    "    cl = clahe.apply(l_channel)\n",
    "\n",
    "    # merge the CLAHE enhanced L channel with the original A and B channel\n",
    "    merged_channels = cv2.merge((cl, a_channel, b_channel))\n",
    "\n",
    "    # convert iamge from LAB color model back to RGB color model\n",
    "    final_image = cv2.cvtColor(merged_channels, cv2.COLOR_LAB2BGR)\n",
    "    return final_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#train set\n",
    "class2label = {'class0':0, 'class1':1, 'class2':2, 'class3':3, 'class4':4}\n",
    "train_label = []\n",
    "train_img = []\n",
    "for dirs in os.listdir('data/assignment2_train_dataset/train/'):\n",
    "    print(dirs)\n",
    "    i=0\n",
    "    new_path = \"data/assignment2_train_dataset/train/\"+dirs+\"/*.jpeg\"\n",
    "    for f in glob.glob(new_path):\n",
    "        i+=1\n",
    "        if (i%500)==0:\n",
    "            print(i)\n",
    "        res = enhance(f, 2)\n",
    "        temp_img = cv2.resize(res, (224,224))\n",
    "        temp_img = image.img_to_array(temp_img)\n",
    "        train_img.append(temp_img)\n",
    "        train_label.append(class2label[dirs])\n",
    "        \n",
    "train_x = np.array(train_img)\n",
    "train_label = np.array(train_label)\n",
    "train_y = pd.get_dummies(train_label)\n",
    "train_y = np.array(train_y)\n",
    "print(train_x.shape)\n",
    "print(train_y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#validation set\n",
    "class2label = {'class0':0, 'class1':1, 'class2':2, 'class3':3, 'class4':4}\n",
    "val_label = []\n",
    "val_img = []\n",
    "for dirs in os.listdir('data/assignment2_train_dataset/train/'):\n",
    "    print(dirs)\n",
    "    new_path = \"data/assignment2_train_dataset/validation/\"+dirs+\"/*.jpeg\"\n",
    "    i=0\n",
    "    for f in glob.glob(new_path):\n",
    "        i+=1\n",
    "        if (i%500)==0:\n",
    "            print(i)\n",
    "        res = enhance(f, 2)\n",
    "        temp_img = cv2.resize(res, (224,224))\n",
    "        temp_img = image.img_to_array(temp_img)\n",
    "        val_img.append(temp_img)\n",
    "        val_label.append(class2label[dirs])\n",
    "        \n",
    "val_x = np.array(val_img)\n",
    "val_label = np.array(val_label)\n",
    "val_y = pd.get_dummies(val_label)\n",
    "val_y = np.array(val_y)\n",
    "print(val_x.shape)\n",
    "print(val_y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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       "'\\ntest_x = np.array(test_img)\\ntest_label = np.array(test_label)\\ntest_y = pd.get_dummies(test_label)\\ntest_y = np.array(test_y)\\nprint(test_x.shape)\\nprint(test_y.shape)'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#test set\n",
    "test_label = []\n",
    "test_img = []\n",
    "path=\"/home/anisha/Downloads/newDR//assignment2_test_dataset\"\n",
    "df = pd.read_csv('retinopathy_solution.csv')\n",
    "print(len(df.image))\n",
    "for i in range(len(df.image)):  \n",
    "    img_name = df.image[i]+\".jpeg\"\n",
    "    file_path = path+\"/\"+img_name\n",
    "    if os.path.exists(file_path):\n",
    "        '''res = enhance(file_path, 2)\n",
    "        temp_img = cv2.resize(res, (224,224))\n",
    "        temp_img = image.img_to_array(temp_img)\n",
    "        test_img.append(temp_img)'''\n",
    "        test_label.append(df.level[i])\n",
    "    else:\n",
    "        print(img_name)\n",
    "\n",
    "print(len(test_label))        \n",
    "\n",
    "'''\n",
    "test_x = np.array(test_img)\n",
    "test_label = np.array(test_label)\n",
    "test_y = pd.get_dummies(test_label)\n",
    "test_y = np.array(test_y)\n",
    "print(test_x.shape)\n",
    "print(test_y.shape)'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#shuffle data\n",
    "from sklearn.utils import shuffle\n",
    "train_x, train_y = shuffle(train_x, train_y, random_state=42)\n",
    "val_x, val_y = shuffle(val_x, val_y, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def vgg16_model(num_classes=None):\n",
    "\n",
    "    model = VGG16(weights='imagenet', include_top=False,input_shape=(224,224,3))\n",
    "    model.layers.pop()\n",
    "\n",
    "    model.outputs = [model.layers[-1].output]\n",
    "\n",
    "    model.layers[-2].outbound_nodes= []\n",
    "    \n",
    "    # Block 5\n",
    "    x = Conv2D(512, (3, 3), activation='relu', dilation_rate=(2,2), padding='same', name='dil1_conv1')(model.layers[14].output)\n",
    "    x = Conv2D(512, (3, 3), activation='relu', dilation_rate=(2,2), padding='same', name='dil1_conv2')(x)\n",
    "    x = Conv2D(512, (3, 3), activation='relu', dilation_rate=(2,2), padding='same', name='dil1_conv3')(x)\n",
    "    x = MaxPooling2D((2, 2), strides=(2, 2), name='dil1_pool')(x)\n",
    "\n",
    "    concat = concatenate([model.output, x], axis=-1)\n",
    " \n",
    "    out = GlobalAveragePooling2D()(concat)\n",
    "    out = Dense(num_classes, activation='softmax')(out)\n",
    "\n",
    "    model=Model(model.input,out)\n",
    "    \n",
    "    w_conv1, b_conv1 = model.get_layer('block5_conv1').get_weights()\n",
    "    w_conv2, b_conv2 = model.get_layer('block5_conv2').get_weights()\n",
    "    w_conv3, b_conv3 = model.get_layer('block5_conv3').get_weights()\n",
    "    \n",
    "    model.get_layer('dil1_conv1').set_weights([w_conv1, b_conv1])\n",
    "    model.get_layer('dil1_conv2').set_weights([w_conv2, b_conv2])\n",
    "    model.get_layer('dil1_conv3').set_weights([w_conv3, b_conv3])\n",
    "\n",
    "    for layer in model.layers[:15]:\n",
    "        layer.trainable = False\n",
    "\n",
    "\n",
    "    print(model.summary())\n",
    "    \n",
    "    \n",
    "    \n",
    "    return model\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "model = vgg16_model(5)\n",
    "sgd = keras.optimizers.SGD(lr=1e-4, momentum=0.9)\n",
    "model.compile(optimizer=sgd, loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.utils import class_weight\n",
    "\n",
    "weight = class_weight.compute_class_weight('balanced', np.unique(train_label), train_label)\n",
    "cw = dict(enumerate(weight))\n",
    "print(cw)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# learning rate schedule\n",
    "import math\n",
    "def step_decay(epoch):\n",
    "    initial_lrate = 0.01\n",
    "    drop = 0.5\n",
    "    epochs_drop = 10.0\n",
    "    lrate = initial_lrate * math.pow(drop, math.floor((1+epoch)/epochs_drop))\n",
    "    return lrate\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lrate = keras.callbacks.LearningRateScheduler(step_decay)\n",
    "model_checkpoint = ModelCheckpoint('net2net1.h5', monitor='val_acc', save_best_only='True')\n",
    "checkpoint_list = [ model_checkpoint]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Data Augmentation\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "gen_train = ImageDataGenerator(\n",
    "        rotation_range = 25,\n",
    "        width_shift_range = 0.1,\n",
    "        height_shift_range = 0.1,\n",
    "        horizontal_flip = True,\n",
    "        vertical_flip = True,\n",
    "        fill_mode='nearest'\n",
    ")\n",
    "gen_train.fit(train_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "batch_size = 32\n",
    "epochs = 10\n",
    "model.fit_generator(gen_train.flow(train_x, train_y, batch_size=batch_size, shuffle=True),\n",
    "                       steps_per_epoch = (train_x.shape[0]//(batch_size)),\n",
    "                        epochs = epochs,\n",
    "                        validation_data = (val_x, val_y),\n",
    "                        class_weight=cw,\n",
    "                         callbacks = checkpoint_list,verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "model.fit(train_x, train_y, \n",
    "           epochs = 10, batch_size = 32, \n",
    "           shuffle = True, verbose = 1, \n",
    "           validation_data= (val_x, val_y),\n",
    "           class_weight = cw,\n",
    "           callbacks=checkpoint_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "score = model.evaluate(test_x,test_y)\n",
    "print(\"Log loss is : \",score[0])\n",
    "print(\"Accuracy is : \",score[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "model.save_weights('/output/net2net1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model.load_weights('net2net1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(1)\n",
    "plt.plot(history1.history['acc'])\n",
    "plt.plot(history1.history['val_acc'])\n",
    "plt.title('Model Accuracy')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Epochs')\n",
    "plt.legend(['train','test'],loc='upper left')\n",
    "\n",
    "\n",
    "plt.figure(2)\n",
    "plt.plot(history1.history['loss'])\n",
    "plt.plot(history1.history['val_loss'])\n",
    "plt.title('Model Loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.legend(['train','test'],loc='upper left')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pred = model.predict(test_x)\n",
    "print(pred.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ypred = np.argmax(pred,axis=1)\n",
    "print(ypred[1:50])\n",
    "ytrue = np.argmax(test_y,axis=1)\n",
    "print(ytrue[1:50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(ytrue, ypred)\n",
    "print(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#dr4n2\n",
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(ytrue, ypred)\n",
    "print(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.save(\"Xtrain.npy\",X_train1)\n",
    "np.save(\"Ytrain.npy\",Y_train1)\n",
    "np.save(\"Xvalid.npy\",X_valid1)\n",
    "np.save(\"Yvalid.npy\",Y_valid1)"
   ]
  }
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