{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Training of modified U-Net for Optic Disc on DRISHTI-GS database (cross-validation fold #0).\n", "\n", "512 px cropped by Optic Disc area and resized to 128 px images were used.\n", "\n", "You can either train your model or upload a pre-trained one from:\n", "*../models_weights/02.03,13:57,OD Cup, U-Net light on DRISHTI-GS 512 px cropped to OD 128 px fold 0, SGD, log_dice loss/last_checkpoint.hdf5*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import os\n", "import glob\n", "from datetime import datetime\n", "#import warnings\n", "#warnings.simplefilter('ignore')\n", "import scipy as sp\n", "import scipy.ndimage\n", "import numpy as np\n", "import pandas as pd\n", "import tensorflow as tf\n", "import skimage\n", "import skimage.exposure\n", "import skimage.transform\n", "import mahotas as mh\n", "from sklearn.model_selection import KFold\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import h5py\n", "from tqdm import tqdm_notebook\n", "from IPython.display import display\n", "from dual_IDG import DualImageDataGenerator" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import keras\n", "from keras.models import Sequential, Model\n", "from keras.layers import Dense, Dropout, Activation, Flatten, BatchNormalization, \\\n", " Conv2D, MaxPooling2D, ZeroPadding2D, Input, Embedding, \\\n", " Lambda, UpSampling2D, Cropping2D, Concatenate\n", "from keras.utils import np_utils\n", "from keras.optimizers import SGD, Adam\n", "from keras.callbacks import ModelCheckpoint, LearningRateScheduler, ReduceLROnPlateau, CSVLogger\n", "from keras.preprocessing.image import ImageDataGenerator\n", "from keras import backend as K" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Keras version: 2.3.1\n", "TensorFlow version: 2.0.0\n" ] } ], "source": [ "print('Keras version:', keras.__version__)\n", "print('TensorFlow version:', tf.__version__)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "K.set_image_data_format('channels_first')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def mean_IOU_gpu(X, Y):\n", " \"\"\"Computes mean Intersection-over-Union (IOU) for two arrays of binary images.\n", " Assuming X and Y are of shape (n_images, w, h).\"\"\"\n", " \n", " #X_fl = K.clip(K.batch_flatten(X), K.epsilon(), 1.)\n", " #Y_fl = K.clip(K.batch_flatten(Y), K.epsilon(), 1.)\n", " X_fl = K.clip(K.batch_flatten(X), 0., 1.)\n", " Y_fl = K.clip(K.batch_flatten(Y), 0., 1.)\n", " X_fl = K.cast(K.greater(X_fl, 0.5), 'float32')\n", " Y_fl = K.cast(K.greater(Y_fl, 0.5), 'float32')\n", "\n", " intersection = K.sum(X_fl * Y_fl, axis=1)\n", " union = K.sum(K.maximum(X_fl, Y_fl), axis=1)\n", " # if union == 0, it follows that intersection == 0 => score should be 0.\n", " union = K.switch(K.equal(union, 0), K.ones_like(union), union)\n", " return K.mean(intersection / K.cast(union, 'float32'))\n", "\n", "\n", "def mean_IOU_gpu_loss(X, Y):\n", " return -mean_IOU_gpu(X, Y)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def dice(y_true, y_pred):\n", " # Workaround for shape bug. For some reason y_true shape was not being set correctly\n", " #y_true.set_shape(y_pred.get_shape())\n", "\n", " # Without K.clip, K.sum() behaves differently when compared to np.count_nonzero()\n", " #y_true_f = K.clip(K.batch_flatten(y_true), K.epsilon(), 1.)\n", " #y_pred_f = K.clip(K.batch_flatten(y_pred), K.epsilon(), 1.)\n", " y_true_f = K.clip(K.batch_flatten(y_true), 0., 1.)\n", " y_pred_f = K.clip(K.batch_flatten(y_pred), 0., 1.)\n", " #y_pred_f = K.greater(y_pred_f, 0.5)\n", "\n", " intersection = 2 * K.sum(y_true_f * y_pred_f, axis=1)\n", " union = K.sum(y_true_f * y_true_f, axis=1) + K.sum(y_pred_f * y_pred_f, axis=1)\n", " return K.mean(intersection / union)\n", "\n", "\n", "def dice_loss(y_true, y_pred):\n", " return -dice(y_true, y_pred)\n", "\n", "\n", "def log_dice_loss(y_true, y_pred):\n", " return -K.log(dice(y_true, y_pred))\n", "\n", "\n", "def dice_metric(y_true, y_pred):\n", " \"\"\"An exact Dice score for binary tensors.\"\"\"\n", " y_true_f = K.cast(K.greater(y_true, 0.5), 'float32')\n", " y_pred_f = K.cast(K.greater(y_pred, 0.5), 'float32')\n", " return dice(y_true_f, y_pred_f)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def tf_to_th_encoding(X):\n", " return np.rollaxis(X, 3, 1)\n", "\n", "\n", "def th_to_tf_encoding(X):\n", " return np.rollaxis(X, 1, 4)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# h5f = h5py.File(os.path.join(os.path.dirname(os.getcwd()), 'data', 'hdf5_datasets', 'all_data.hdf5'), 'r')\n", "h5f = h5py.File(os.path.join(os.path.dirname(os.getcwd()), 'data', 'hdf5_datasets', 'DRISHTI_GS.hdf5'), 'r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### U-Net architecture\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def get_unet_light(img_rows=256, img_cols=256):\n", " inputs = Input((3, img_rows, img_cols))\n", " conv1 = Conv2D(32, kernel_size=3, activation='relu', padding='same')(inputs)\n", " conv1 = Dropout(0.3)(conv1)\n", " conv1 = Conv2D(32, kernel_size=3, activation='relu', padding='same')(conv1)\n", " pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\n", "\n", " conv2 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(pool1)\n", " conv2 = Dropout(0.3)(conv2)\n", " conv2 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv2)\n", " pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\n", "\n", " conv3 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(pool2)\n", " conv3 = Dropout(0.3)(conv3)\n", " conv3 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv3)\n", " pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\n", "\n", " conv4 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(pool3)\n", " conv4 = Dropout(0.3)(conv4)\n", " conv4 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv4)\n", " pool4 = MaxPooling2D(pool_size=(2, 2))(conv4)\n", "\n", " conv5 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(pool4)\n", " conv5 = Dropout(0.3)(conv5)\n", " conv5 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv5)\n", "\n", " up6 = Concatenate(axis=1)([UpSampling2D(size=(2, 2))(conv5), conv4])\n", " conv6 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(up6)\n", " conv6 = Dropout(0.3)(conv6)\n", " conv6 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv6)\n", "\n", " up7 = Concatenate(axis=1)([UpSampling2D(size=(2, 2))(conv6), conv3])\n", " conv7 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(up7)\n", " conv7 = Dropout(0.3)(conv7)\n", " conv7 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv7)\n", "\n", " up8 = Concatenate(axis=1)([UpSampling2D(size=(2, 2))(conv7), conv2])\n", " conv8 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(up8)\n", " conv8 = Dropout(0.3)(conv8)\n", " conv8 = Conv2D(64, kernel_size=3, activation='relu', padding='same')(conv8)\n", "\n", " up9 = Concatenate(axis=1)([UpSampling2D(size=(2, 2))(conv8), conv1])\n", " conv9 = Conv2D(32, kernel_size=3, activation='relu', padding='same')(up9)\n", " conv9 = Dropout(0.3)(conv9)\n", " conv9 = Conv2D(32, kernel_size=3, activation='relu', padding='same')(conv9)\n", "\n", " conv10 = Conv2D(1, kernel_size=1, activation='sigmoid', padding='same')(conv9)\n", " #conv10 = Flatten()(conv10)\n", "\n", " model = Model(input=inputs, output=conv10)\n", "\n", " return model" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/artem/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:50: UserWarning: Update your `Model` call to the Keras 2 API: `Model(inputs=Tensor(\"in..., outputs=Tensor(\"co...)`\n" ] } ], "source": [ "model = get_unet_light(img_rows=128, img_cols=128)\n", "model.compile(optimizer=SGD(lr=1e-4, momentum=0.95),\n", " loss=log_dice_loss,\n", " metrics=[mean_IOU_gpu, dice_metric])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model_1\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_1 (InputLayer) (None, 3, 128, 128) 0 \n", "__________________________________________________________________________________________________\n", "conv2d_1 (Conv2D) (None, 32, 128, 128) 896 input_1[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_1 (Dropout) (None, 32, 128, 128) 0 conv2d_1[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_2 (Conv2D) (None, 32, 128, 128) 9248 dropout_1[0][0] \n", "__________________________________________________________________________________________________\n", "max_pooling2d_1 (MaxPooling2D) (None, 32, 64, 64) 0 conv2d_2[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_3 (Conv2D) (None, 64, 64, 64) 18496 max_pooling2d_1[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_2 (Dropout) (None, 64, 64, 64) 0 conv2d_3[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_4 (Conv2D) (None, 64, 64, 64) 36928 dropout_2[0][0] \n", "__________________________________________________________________________________________________\n", "max_pooling2d_2 (MaxPooling2D) (None, 64, 32, 32) 0 conv2d_4[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_5 (Conv2D) (None, 64, 32, 32) 36928 max_pooling2d_2[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_3 (Dropout) (None, 64, 32, 32) 0 conv2d_5[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_6 (Conv2D) (None, 64, 32, 32) 36928 dropout_3[0][0] \n", "__________________________________________________________________________________________________\n", "max_pooling2d_3 (MaxPooling2D) (None, 64, 16, 16) 0 conv2d_6[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_7 (Conv2D) (None, 64, 16, 16) 36928 max_pooling2d_3[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_4 (Dropout) (None, 64, 16, 16) 0 conv2d_7[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_8 (Conv2D) (None, 64, 16, 16) 36928 dropout_4[0][0] \n", "__________________________________________________________________________________________________\n", "max_pooling2d_4 (MaxPooling2D) (None, 64, 8, 8) 0 conv2d_8[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_9 (Conv2D) (None, 64, 8, 8) 36928 max_pooling2d_4[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_5 (Dropout) (None, 64, 8, 8) 0 conv2d_9[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_10 (Conv2D) (None, 64, 8, 8) 36928 dropout_5[0][0] \n", "__________________________________________________________________________________________________\n", "up_sampling2d_1 (UpSampling2D) (None, 64, 16, 16) 0 conv2d_10[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate_1 (Concatenate) (None, 128, 16, 16) 0 up_sampling2d_1[0][0] \n", " conv2d_8[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_11 (Conv2D) (None, 64, 16, 16) 73792 concatenate_1[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_6 (Dropout) (None, 64, 16, 16) 0 conv2d_11[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_12 (Conv2D) (None, 64, 16, 16) 36928 dropout_6[0][0] \n", "__________________________________________________________________________________________________\n", "up_sampling2d_2 (UpSampling2D) (None, 64, 32, 32) 0 conv2d_12[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate_2 (Concatenate) (None, 128, 32, 32) 0 up_sampling2d_2[0][0] \n", " conv2d_6[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_13 (Conv2D) (None, 64, 32, 32) 73792 concatenate_2[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_7 (Dropout) (None, 64, 32, 32) 0 conv2d_13[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_14 (Conv2D) (None, 64, 32, 32) 36928 dropout_7[0][0] \n", "__________________________________________________________________________________________________\n", "up_sampling2d_3 (UpSampling2D) (None, 64, 64, 64) 0 conv2d_14[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate_3 (Concatenate) (None, 128, 64, 64) 0 up_sampling2d_3[0][0] \n", " conv2d_4[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_15 (Conv2D) (None, 64, 64, 64) 73792 concatenate_3[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_8 (Dropout) (None, 64, 64, 64) 0 conv2d_15[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_16 (Conv2D) (None, 64, 64, 64) 36928 dropout_8[0][0] \n", "__________________________________________________________________________________________________\n", "up_sampling2d_4 (UpSampling2D) (None, 64, 128, 128) 0 conv2d_16[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate_4 (Concatenate) (None, 96, 128, 128) 0 up_sampling2d_4[0][0] \n", " conv2d_2[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_17 (Conv2D) (None, 32, 128, 128) 27680 concatenate_4[0][0] \n", "__________________________________________________________________________________________________\n", "dropout_9 (Dropout) (None, 32, 128, 128) 0 conv2d_17[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_18 (Conv2D) (None, 32, 128, 128) 9248 dropout_9[0][0] \n", "__________________________________________________________________________________________________\n", "conv2d_19 (Conv2D) (None, 1, 128, 128) 33 conv2d_18[0][0] \n", "==================================================================================================\n", "Total params: 656,257\n", "Trainable params: 656,257\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### DRISHTI-GS\n", "\n", "Accessing data, preparing train/validation sets division:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Loading full images of desired resolution:\n", "X = h5f['DRISHTI-GS/512 px/images']\n", "Y = h5f['DRISHTI-GS/512 px/cup']\n", "disc_locations = h5f['DRISHTI-GS/512 px/disc_locations']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X, Y" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#train_idx = h5f['RIM-ONE v3/train_idx_driu']\n", "#test_idx = h5f['RIM-ONE v3/test_idx_driu']\n", "\n", "train_idx = h5f['DRISHTI-GS/train_idx_cv'][0]\n", "test_idx = h5f['DRISHTI-GS/test_idx_cv'][0]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50 40 10\n", "[ 0 1 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25\n", " 26 28 30 32 33 34 36 37 39 41 42 43 44 45 47 49] [ 2 3 27 29 31 35 38 40 46 48]\n" ] } ], "source": [ "print(len(X), len(train_idx), len(test_idx))\n", "print(train_idx, test_idx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Generator of augmented data:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "train_idg = DualImageDataGenerator(#rescale=1/255.0,\n", " #samplewise_center=True, samplewise_std_normalization=True,\n", " horizontal_flip=True, vertical_flip=True,\n", " rotation_range=20, width_shift_range=0.1, height_shift_range=0.1,\n", " zoom_range=(0.8, 1.2),\n", " fill_mode='constant', cval=0.0)\n", "test_idg = DualImageDataGenerator()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Preprocessing function and data generator:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def preprocess(batch_X, batch_y, train_or_test='train'):\n", " batch_X = batch_X / 255.0\n", " # the following line thresholds segmentation mask for DRISHTI-GS, since it contains averaged soft maps:\n", " batch_y = batch_y >= 0.5\n", " \n", " if train_or_test == 'train':\n", " batch_X, batch_y = next(train_idg.flow(batch_X, batch_y, batch_size=len(batch_X), shuffle=False))\n", " elif train_or_test == 'test':\n", " batch_X, batch_y = next(test_idg.flow(batch_X, batch_y, batch_size=len(batch_X), shuffle=False))\n", " batch_X = th_to_tf_encoding(batch_X)\n", " batch_X = [skimage.exposure.equalize_adapthist(batch_X[i])\n", " for i in range(len(batch_X))]\n", " batch_X = np.array(batch_X)\n", " batch_X = tf_to_th_encoding(batch_X)\n", " return batch_X, batch_y\n", "\n", "\n", "def data_generator(X, y, resize_to=128, train_or_test='train', batch_size=3, return_orig=False, stationary=False):\n", " \"\"\"Gets random batch of data, \n", " divides by 255,\n", " feeds it to DualImageDataGenerator.\"\"\"\n", " \n", " while True:\n", " if train_or_test == 'train':\n", " idx = np.random.choice(train_idx, size=batch_size)\n", " elif train_or_test == 'test':\n", " if stationary:\n", " idx = test_idx[:batch_size]\n", " else:\n", " idx = np.random.choice(test_idx, size=batch_size)\n", " batch_X = [X[i][disc_locations[i][0]:disc_locations[i][2], disc_locations[i][1]:disc_locations[i][3]] \n", " for i in idx]\n", " batch_X = [np.rollaxis(img, 2) for img in batch_X]\n", " batch_X = [skimage.transform.resize(np.rollaxis(img, 0, 3), (resize_to, resize_to))\n", " for img in batch_X]\n", " batch_X = np.array(batch_X).copy()\n", " \n", " batch_y = [y[i][disc_locations[i][0]:disc_locations[i][2], disc_locations[i][1]:disc_locations[i][3]] \n", " for i in idx]\n", " batch_y = [img[..., 0] for img in batch_y]\n", " batch_y = [skimage.transform.resize(img, (resize_to, resize_to))[..., None] for img in batch_y]\n", " batch_y = np.array(batch_y).copy()\n", " batch_X = tf_to_th_encoding(batch_X)\n", " batch_y = tf_to_th_encoding(batch_y)\n", " if return_orig:\n", " batch_X_orig, batch_Y_orig = batch_X.copy(), batch_y.copy()\n", " \n", " batch_X, batch_y = preprocess(batch_X, batch_y, train_or_test)\n", " \n", " if not return_orig:\n", " yield batch_X, batch_y\n", " else:\n", " yield batch_X, batch_y, batch_X_orig, batch_Y_orig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Testing the data generator and generator for augmented data:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(1, 3, 128, 128)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen = data_generator(X, Y, 128, 'train', batch_size=1)\n", "batch = next(gen)\n", "batch[0].shape" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.imshow(np.rollaxis(batch[0][0], 0, 3))\n", "#plt.colorbar(mappable=fig)\n", "plt.show()\n", "plt.imshow(batch[1][0][0], cmap=plt.cm.Greys_r); plt.colorbar(); plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "arch_name = \"OD Cup, U-Net light on DRISHTI-GS 512 px cropped to OD 128 px fold 0, SGD, log_dice loss\"\n", "weights_folder = os.path.join(os.path.dirname(os.getcwd()), 'models_weights',\n", " '{},{}'.format(datetime.now().strftime('%d.%m,%H:%M'), arch_name))\n", "print(weights_folder)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def folder(folder_name):\n", " if not os.path.exists(folder_name):\n", " os.makedirs(folder_name)\n", " return folder_name" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(10, 3, 128, 128) (10, 1, 128, 128)\n" ] } ], "source": [ "X_valid, Y_valid = next(data_generator(X, Y, train_or_test='test', batch_size=100, stationary=True))\n", "plt.imshow(np.rollaxis(X_valid[0], 0, 3)); plt.show()\n", "print(X_valid.shape, Y_valid.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training\n", "\n", "If a pretrained model needs to be used, first run \"Loading model\" section below and then go the \"Comprehensive visual check\", skipping this section." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "history = model.fit_generator(data_generator(X, Y, train_or_test='train', batch_size=1), \n", " steps_per_epoch=99,\n", " max_queue_size=1,\n", " \n", " validation_data=(X_valid, Y_valid),\n", " #validation_data=data_generator(X, Y, train_or_test='test', batch_size=1),\n", " #nb_val_samples=100,\n", " \n", " epochs=500, verbose=1,\n", " \n", " callbacks=[CSVLogger(os.path.join(folder(weights_folder), 'training_log.csv')),\n", " #ReduceLROnPlateau(monitor='val_loss', mode='min', factor=0.5, verbose=1, patience=40),\n", " ModelCheckpoint(os.path.join(folder(weights_folder),\n", " #'weights.ep-{epoch:02d}-val_mean_IOU-{val_mean_IOU_gpu:.2f}_val_loss_{val_loss:.2f}.hdf5',\n", " 'last_checkpoint.hdf5'),\n", " monitor='val_loss', mode='min', save_best_only=True, \n", " save_weights_only=False, verbose=0)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visual check" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image #2\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n"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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "IOU: 0.828913152217865\n", "Dice: 0.9064543645152118\n", "image #38\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "IOU: 0.854667067527771\n", "Dice: 0.9216393442622951\n", "image #40\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "IOU: 0.5322209596633911\n", "Dice: 0.694705219677056\n" ] } ], "source": [ "pred_iou, pred_dice = [], []\n", "\n", "for i, img_no in enumerate(test_idx):\n", " print('image #{}'.format(img_no))\n", " img = X[img_no]\n", " batch_X = X_valid[i:i + 1]\n", " batch_y = Y_valid[i:i + 1]\n", " \n", " pred = (model.predict(batch_X)[0, 0] > 0.5).astype(np.float64)\n", " #corr = Y[img_no][..., 0]\n", " corr = th_to_tf_encoding(batch_y)[0, ..., 0]\n", " \n", " # mean filtering:\n", " #pred = mh.mean_filter(pred, Bc=mh.disk(10)) > 0.5\n", " \n", " fig = plt.figure(figsize=(9, 4))\n", " ax = fig.add_subplot(1, 3, 1)\n", " ax.imshow(pred, cmap=plt.cm.Greys_r)\n", " ax.set_title('Predicted')\n", " ax = fig.add_subplot(1, 3, 2)\n", " ax.imshow(corr, cmap=plt.cm.Greys_r)\n", " ax.set_title('Correct')\n", " ax = fig.add_subplot(1, 3, 3)\n", " #ax.imshow(img)\n", " ax.imshow(th_to_tf_encoding(batch_X)[0])\n", " ax.set_title('Image')\n", " plt.show()\n", " \n", " cur_iou = K.eval(mean_IOU_gpu(pred[None, None, ...], corr[None, None, ...]))\n", " cur_dice = K.eval(dice(pred[None, None, ...], corr[None, None, ...]))\n", " print('IOU: {}\\nDice: {}'.format(cur_iou, cur_dice))\n", " pred_iou.append(cur_iou)\n", " pred_dice.append(cur_dice)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Acquiring scores for the validation set:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7559922\n", "0.8523412717032043\n" ] } ], "source": [ "print(np.mean(pred_iou))\n", "print(np.mean(pred_dice))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading model" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading weights from /home/artem/Загрузки/optic-nerve-cnn/models_weights/02.03,13_57,OD Cup, U-Net light on DRISHTI-GS 512 px cropped to OD 128 px fold 0, SGD, log_dice loss/last_checkpoint.hdf5\n", "\n", "max val mean IOU: 0.745275825262, at row:\n", "epoch 495.000000\n", "dice_metric 0.810811\n", "loss 0.163871\n", "mean_IOU_gpu 0.695188\n", "val_dice_metric 0.846246\n", "val_loss 0.138325\n", "val_mean_IOU_gpu 0.745276\n", "Name: 495, dtype: float64\n", "\n", "max val dice_metric: 0.8462459504600001, at row:\n", "epoch 495.000000\n", "dice_metric 0.810811\n", "loss 0.163871\n", "mean_IOU_gpu 0.695188\n", "val_dice_metric 0.846246\n", "val_loss 0.138325\n", "val_mean_IOU_gpu 0.745276\n", "Name: 495, dtype: float64\n" ] } ], "source": [ "load_model = True # lock\n", "if not load_model:\n", " print('load_model == False')\n", "else:\n", " # specify file:\n", " #model_path = '../models_weights/01.11,22:38,U-Net on DRIONS-DB 256 px, Adam, augm, log_dice loss/' \\\n", " # 'weights.ep-20-val_mean_IOU-0.81_val_loss_0.08.hdf5'\n", " # or get the most recent file in a folder:\n", " model_folder = os.path.join(os.path.dirname(os.getcwd()), 'models_weights', '02.03,13_57,OD Cup, U-Net light on DRISHTI-GS 512 px cropped to OD 128 px fold 0, SGD, log_dice loss')\n", " \n", " model_path = max(glob.glob(os.path.join(model_folder, '*.hdf5')), key=os.path.getctime)\n", " if load_model and not os.path.exists(model_path):\n", " raise Exception('`model_path` does not exist')\n", " print('Loading weights from', model_path)\n", "\n", " if load_model:\n", " #with open(model_path + ' arch.json') as arch_file:\n", " # json_string = arch_file.read()\n", " #new_model = model_from_json(json_string)\n", " model.load_weights(model_path)\n", " \n", " # Reading log statistics\n", " import pandas as pd\n", " \n", " log_path = os.path.join(model_folder, 'training_log.csv')\n", " if os.path.exists(log_path):\n", " log = pd.read_csv(log_path)\n", " if log['epoch'].dtype != 'int64':\n", " log = log.loc[log.epoch != 'epoch']\n", " print('\\nmax val mean IOU: {}, at row:'.format(log['val_mean_IOU_gpu'].max()))\n", " print(log.loc[log['val_mean_IOU_gpu'].idxmax()])\n", " if 'val_dice_metric' in log.columns:\n", " print('\\n' + 'max val dice_metric: {}, at row:'.format(log['val_dice_metric'].max()))\n", " print(log.loc[log['val_dice_metric'].idxmax()])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }