{"cells":[{"metadata":{"_uuid":"4d749828423fbbf6e93777ce12c6a8d4e8711e0e"},"cell_type":"markdown","source":"# This notebook is a duplicate of Kjetil Åmdal-Sævik's \"Keras U-Net starter - LB 0.277\" to which I added Data Augmentation using keras ImageDataGenerator.\n"},{"metadata":{"_uuid":"e5a2e08d28da12c9627334bfba23082eb5658775"},"cell_type":"markdown","source":"### Importing the needed libraries"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"03545831c4ca2ce3900130ebefb336a8cb48e405"},"cell_type":"code","source":"import os\nimport sys\nimport random\nimport warnings\n\nimport numpy as np\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\n\nfrom tqdm import tqdm\nfrom itertools import chain\nfrom skimage.io import imread, imshow, imread_collection, concatenate_images\nfrom skimage.transform import resize\nfrom skimage.morphology import label\n\nfrom keras.models import Model, load_model\nfrom keras.layers import Input\nfrom keras.layers.core import Dropout, Lambda\nfrom keras.layers.convolutional import Conv2D, Conv2DTranspose\nfrom keras.layers.pooling import MaxPooling2D\nfrom keras.layers.merge import concatenate\nfrom keras.callbacks import EarlyStopping, ModelCheckpoint\nfrom keras import backend as K\n\nimport tensorflow as tf\n\n# Set some parameters\nIMG_WIDTH = 256\nIMG_HEIGHT = 256\nIMG_CHANNELS = 3\nTRAIN_PATH = '../input/stage1_train/'\nTEST_PATH = '../input/stage1_test/'\n\nBATCH_SIZE=10\nwarnings.filterwarnings('ignore', category=UserWarning, module='skimage')\nseed = 42","execution_count":1,"outputs":[]},{"metadata":{"_uuid":"52869db462cb371ddcb016072a1f4fb0c6777a10"},"cell_type":"markdown","source":"###  1. Preparing the data"},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"41c3e90b74050d6084a8de5e39031fb2f92c6d2d"},"cell_type":"code","source":"# Get train and test IDs\ntrain_ids = next(os.walk(TRAIN_PATH))[1]\ntest_ids = next(os.walk(TEST_PATH))[1]\nnp.random.seed(10)","execution_count":2,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"852fe1fad0ac10c6f4840b31cfde5553c9788557"},"cell_type":"code","source":"# Get and resize train images and masks\nX_train = np.zeros((len(train_ids), IMG_HEIGHT, IMG_WIDTH, IMG_CHANNELS), dtype=np.uint8)\nY_train = np.zeros((len(train_ids), IMG_HEIGHT, IMG_WIDTH, 1), dtype=np.bool)\n\nprint('Getting and resizing train images and masks ... ')\nsys.stdout.flush()\nfor n, id_ in tqdm(enumerate(train_ids), total=len(train_ids)):\n    path = TRAIN_PATH + id_\n    img = imread(path + '/images/' + id_ + '.png')[:,:,:IMG_CHANNELS]\n    img = resize(img, (IMG_HEIGHT, IMG_WIDTH), mode='constant', preserve_range=True)\n    X_train[n] = img\n    mask = np.zeros((IMG_HEIGHT, IMG_WIDTH, 1), dtype=np.bool)\n    for mask_file in next(os.walk(path + '/masks/'))[2]:\n        mask_ = imread(path + '/masks/' + mask_file)\n        mask_ = np.expand_dims(resize(mask_, (IMG_HEIGHT, IMG_WIDTH), mode='constant', \n                                      preserve_range=True), axis=-1)\n        mask = np.maximum(mask, mask_)\n    Y_train[n] = mask\n\n# Get and resize test images\nX_test = np.zeros((len(test_ids), IMG_HEIGHT, IMG_WIDTH, IMG_CHANNELS), dtype=np.uint8)\nsizes_test = []\nprint('Getting and resizing test images ... ')\nsys.stdout.flush()\nfor n, id_ in tqdm(enumerate(test_ids), total=len(test_ids)):\n    path = TEST_PATH + id_\n    img = imread(path + '/images/' + id_ + '.png')[:,:,:IMG_CHANNELS]\n    sizes_test.append([img.shape[0], img.shape[1]])\n    img = resize(img, (IMG_HEIGHT, IMG_WIDTH), mode='constant', preserve_range=True)\n    X_test[n] = img\n\nprint('Done!')","execution_count":3,"outputs":[]},{"metadata":{"_uuid":"0dfbf41c1fd101aa323e1a4ee34cee3c58d1ee8b"},"cell_type":"markdown","source":"###  2. Data Augmentation"},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"ee62d6479d02604591bb8365456e77166bccb7bd"},"cell_type":"code","source":"from keras.preprocessing import image\n\n# Creating the training Image and Mask generator\nimage_datagen = image.ImageDataGenerator(shear_range=0.5, rotation_range=50, zoom_range=0.2, width_shift_range=0.2, height_shift_range=0.2, fill_mode='reflect')\nmask_datagen = image.ImageDataGenerator(shear_range=0.5, rotation_range=50, zoom_range=0.2, width_shift_range=0.2, height_shift_range=0.2, fill_mode='reflect')\n\n# Keep the same seed for image and mask generators so they fit together\n\nimage_datagen.fit(X_train[:int(X_train.shape[0]*0.9)], augment=True, seed=seed)\nmask_datagen.fit(Y_train[:int(Y_train.shape[0]*0.9)], augment=True, seed=seed)\n\nx=image_datagen.flow(X_train[:int(X_train.shape[0]*0.9)],batch_size=BATCH_SIZE,shuffle=True, seed=seed)\ny=mask_datagen.flow(Y_train[:int(Y_train.shape[0]*0.9)],batch_size=BATCH_SIZE,shuffle=True, seed=seed)\n\n\n\n# Creating the validation Image and Mask generator\nimage_datagen_val = image.ImageDataGenerator()\nmask_datagen_val = image.ImageDataGenerator()\n\nimage_datagen_val.fit(X_train[int(X_train.shape[0]*0.9):], augment=True, seed=seed)\nmask_datagen_val.fit(Y_train[int(Y_train.shape[0]*0.9):], augment=True, seed=seed)\n\nx_val=image_datagen_val.flow(X_train[int(X_train.shape[0]*0.9):],batch_size=BATCH_SIZE,shuffle=True, seed=seed)\ny_val=mask_datagen_val.flow(Y_train[int(Y_train.shape[0]*0.9):],batch_size=BATCH_SIZE,shuffle=True, seed=seed)","execution_count":4,"outputs":[]},{"metadata":{"trusted":false,"_uuid":"a831a696d74fcc1c4886f30f733217feca5af4ba"},"cell_type":"code","source":"#u can see here if the generators are sychronized and check the images and masks they produce\n\nfrom matplotlib import pyplot as plt\n%matplotlib inline\n\nimshow(x.next()[0].astype(np.uint8))\nplt.show()\nimshow(np.squeeze(y.next()[0].astype(np.uint8)))\nplt.show()\nimshow(x_val.next()[0].astype(np.uint8))\nplt.show()\nimshow(np.squeeze(y_val.next()[0].astype(np.uint8)))\nplt.show()","execution_count":5,"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAASIAAAEYCAYAAAD4X/t9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGtb1Lq4EOk8ELJHZ+IiYfq6qSmdnZ2nAIGz54D6iuMjTp/JzW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nQazLW/r3j29zKQYAyS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he17qIiba8vt57fJxdoHjnkzPxofmeRTnbaAWQ2J8hti8npVaamct/7FPTeO/C3dy+7a2torw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\ni3tbUgdR+fWosCzqoRHoNaoxUfp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VThfAzIqVJ29v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\n+RL8onahNFpaC3QjiYCxq2iOILJjDejlP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cvsGlrdpC/wOKH9rFigesshyK96DuVokOiJq28guhv4/4F3AxcBfAFvqLFPBcj8PrFu17z8Ae9Pt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\nAAAAAElFTkSuQmCC\n"},"metadata":{},"output_type":"display_data"}]},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"9ebfe99407638959ce1b735536c7d00c0c232bcb"},"cell_type":"code","source":"#creating one generator that generates masks and images\ntrain_generator = zip(x, y)\nval_generator = zip(x_val, y_val)","execution_count":6,"outputs":[]},{"metadata":{"_uuid":"1f3276dca37d7c044422bd8928f866b08ab9248d"},"cell_type":"markdown","source":"###  3. Creating the U-net model"},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"e861e2981ddf766ad31f7bdcd4d22db1e1fb7567"},"cell_type":"code","source":"# Define IoU metric\ndef mean_iou(y_true, y_pred):\n    prec = []\n    for t in np.arange(0.5, 1.0, 0.05):\n        y_pred_ = tf.to_int32(y_pred > t)\n        score, up_opt = tf.metrics.mean_iou(y_true, y_pred_, 2)\n        K.get_session().run(tf.local_variables_initializer())\n        with tf.control_dependencies([up_opt]):\n            score = tf.identity(score)\n        prec.append(score)\n    return K.mean(K.stack(prec), axis=0)","execution_count":7,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"18e1d8af51584329cdec2c0bc99517302c820d5e"},"cell_type":"code","source":"# Build U-Net model\ninputs = Input((IMG_HEIGHT, IMG_WIDTH, IMG_CHANNELS))\ns = Lambda(lambda x: x / 255) (inputs)\n\nc1 = Conv2D(16, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (s)\nc1 = Dropout(0.1) (c1)\nc1 = Conv2D(16, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c1)\np1 = MaxPooling2D((2, 2)) (c1)\n\nc2 = Conv2D(32, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (p1)\nc2 = Dropout(0.1) (c2)\nc2 = Conv2D(32, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c2)\np2 = MaxPooling2D((2, 2)) (c2)\n\nc3 = Conv2D(64, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (p2)\nc3 = Dropout(0.2) (c3)\nc3 = Conv2D(64, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c3)\np3 = MaxPooling2D((2, 2)) (c3)\n\nc4 = Conv2D(128, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (p3)\nc4 = Dropout(0.2) (c4)\nc4 = Conv2D(128, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c4)\np4 = MaxPooling2D(pool_size=(2, 2)) (c4)\n\nc5 = Conv2D(256, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (p4)\nc5 = Dropout(0.3) (c5)\nc5 = Conv2D(256, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c5)\n\nu6 = Conv2DTranspose(128, (2, 2), strides=(2, 2), padding='same') (c5)\nu6 = concatenate([u6, c4])\nc6 = Conv2D(128, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (u6)\nc6 = Dropout(0.2) (c6)\nc6 = Conv2D(128, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c6)\n\nu7 = Conv2DTranspose(64, (2, 2), strides=(2, 2), padding='same') (c6)\nu7 = concatenate([u7, c3])\nc7 = Conv2D(64, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (u7)\nc7 = Dropout(0.2) (c7)\nc7 = Conv2D(64, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c7)\n\nu8 = Conv2DTranspose(32, (2, 2), strides=(2, 2), padding='same') (c7)\nu8 = concatenate([u8, c2])\nc8 = Conv2D(32, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (u8)\nc8 = Dropout(0.1) (c8)\nc8 = Conv2D(32, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c8)\n\nu9 = Conv2DTranspose(16, (2, 2), strides=(2, 2), padding='same') (c8)\nu9 = concatenate([u9, c1], axis=3)\nc9 = Conv2D(16, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (u9)\nc9 = Dropout(0.1) (c9)\nc9 = Conv2D(16, (3, 3), activation='elu', kernel_initializer='he_normal', padding='same') (c9)\n\noutputs = Conv2D(1, (1, 1), activation='sigmoid') (c9)\n\nmodel = Model(inputs=[inputs], outputs=[outputs])\nmodel.compile(optimizer='adam', loss='binary_crossentropy', metrics=[mean_iou])\nmodel.summary()","execution_count":8,"outputs":[]},{"metadata":{"_uuid":"b0ec3aac5efa13a6e2cb5c6e71d4a4e95b07b46c"},"cell_type":"markdown","source":"###  4. Training"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"f5bff5e56eb4ae035977f572fe4b357bed59bdec"},"cell_type":"code","source":"# Fit model\nearlystopper = EarlyStopping(patience=5, verbose=1)\ncheckpointer = ModelCheckpoint('model-dsbowl2018-1.h5', verbose=1, save_best_only=True)\nresults = model.fit_generator(train_generator, validation_data=val_generator, validation_steps=50, steps_per_epoch=250,\n                              epochs=50, callbacks=[earlystopper, checkpointer])","execution_count":9,"outputs":[]},{"metadata":{"_uuid":"61885fc94833e3220d3ecc903cca2b5ab0a1fdd1"},"cell_type":"markdown","source":"###  5. Prediction"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"6593e98e0a35dbf7f95fbb17085150e433a3da8e"},"cell_type":"code","source":"# Predict on train, val and test\nmodel = load_model('model-dsbowl2018-1.h5', custom_objects={'mean_iou': mean_iou})\npreds_train = model.predict(X_train[:int(X_train.shape[0]*0.9)], verbose=1)\npreds_val = model.predict(X_train[int(X_train.shape[0]*0.9):], verbose=1)\npreds_test = model.predict(X_test, verbose=1)\n\n# Threshold predictions\npreds_train_t = (preds_train > 0.5).astype(np.uint8)\npreds_val_t = (preds_val > 0.5).astype(np.uint8)\npreds_test_t = (preds_test > 0.5).astype(np.uint8)\n\n# Create list of upsampled test masks\npreds_test_upsampled = []\nfor i in range(len(preds_test)):\n    preds_test_upsampled.append(resize(np.squeeze(preds_test[i]), \n                                       (sizes_test[i][0], sizes_test[i][1]), \n                                       mode='constant', preserve_range=True))","execution_count":11,"outputs":[]},{"metadata":{"trusted":false,"_uuid":"2c611d1007f62f38a182e19e0543998219df039a"},"cell_type":"code","source":"# Perform a sanity check on some random training samples\nix = random.randint(0, len(preds_train_t))\nimshow(X_train[ix])\nplt.show()\nimshow(np.squeeze(Y_train[ix]))\nplt.show()\nimshow(np.squeeze(preds_train_t[ix]))\nplt.show()","execution_count":12,"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAASIAAAEYCAYAAAD4X/t9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzlkG2N7xI8BAfWJt+LqZHa21gy99VFMzm/4z0K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ibLZcFF99OxnhZsPDbzOaqnAQQtdbG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+kvxSE90t7cfB2ZDBAisjz1M6U1IL6BGchJApI7n96n0pA3ekbyuyAZGhZHTs3TPLhJP9yvU3ttQ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\ntu/tYf1i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FbIt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\n+395cyR7AAAAAElFTkSuQmCC\n"},"metadata":{},"output_type":"display_data"}]},{"metadata":{"trusted":false,"_uuid":"a7a05c45165980f359d34bf67d1f0a1210e403af"},"cell_type":"code","source":"# Perform a sanity check on some random validation samples\nix = random.randint(0, len(preds_val_t))\nimshow(X_train[int(X_train.shape[0]*0.9):][ix])\nplt.show()\nimshow(np.squeeze(Y_train[int(Y_train.shape[0]*0.9):][ix]))\nplt.show()\nimshow(np.squeeze(preds_val_t[ix]))\nplt.show()","execution_count":13,"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAASIAAAEYCAYAAAD4X/t9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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Fjcs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j1nH7NZGshzs3lEwL8wH1rQRzWmqPpGI1SvkaZuduQw32SpeZcTU/6qrFTZkxfiq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pDKmFLGjsJhE4LQ+YmB61IWTjZhc6VXc6ELhPMdoeyDdZIhESutguUikgjVEEHp3Pj6QzH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hrcyN6Vt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\nrkJggg==\n"},"metadata":{},"output_type":"display_data"}]},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"22f761bccd8a3bfd4d81f0003b37f7885165a5f1"},"cell_type":"code","source":"# Run-length encoding stolen from https://www.kaggle.com/rakhlin/fast-run-length-encoding-python\ndef rle_encoding(x):\n    dots = np.where(x.T.flatten() == 1)[0]\n    run_lengths = []\n    prev = -2\n    for b in dots:\n        if (b>prev+1): run_lengths.extend((b + 1, 0))\n        run_lengths[-1] += 1\n        prev = b\n    return run_lengths\n\ndef prob_to_rles(x, cutoff=0.5):\n    lab_img = label(x > cutoff)\n    for i in range(1, lab_img.max() + 1):\n        yield rle_encoding(lab_img == i)","execution_count":14,"outputs":[]},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"5b81333c5796b79abbefec6ece6721d8a68894e5"},"cell_type":"code","source":"new_test_ids = []\nrles = []\nfor n, id_ in enumerate(test_ids):\n    rle = list(prob_to_rles(preds_test_upsampled[n]))\n    rles.extend(rle)\n    new_test_ids.extend([id_] * len(rle))","execution_count":15,"outputs":[]},{"metadata":{"collapsed":true,"trusted":false,"_uuid":"5eccd5ae86b6af143d04722dea2956c74a632732"},"cell_type":"code","source":"# Create submission DataFrame\nsub = pd.DataFrame()\nsub['ImageId'] = new_test_ids\nsub['EncodedPixels'] = pd.Series(rles).apply(lambda x: ' '.join(str(y) for y in x))\nsub.to_csv('sub-dsbowl2018-1-DA2-batch10.csv', index=False)","execution_count":16,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}