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Older
"source": [
"plt.plot(history.history['accuracy'])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title('model accuracy')\n",
"plt.ylabel('accuracy')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'valid'], loc='lower right')\n",
"plt.show()\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('model loss')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'valid'], loc='upper right')\n",
"plt.show()"
]
},
"cell_type": "code",
"execution_count": 117,
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4/4 [==============================] - 2s 437ms/step - loss: 0.7612 - accuracy: 0.7571\n"
]
},
{
"data": {
"text/plain": [
"[0.7611837387084961, 0.7571428418159485]"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.evaluate(validation_generator)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Tensorboard"
]
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Load the TensorBoard notebook extension on google colab\n",
"%load_ext tensorboard\n",
"%tensorboard --logdir logs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Confusion Matrix and Missclassified Images"
]
},
"prediction = model.predict(validation_dataset)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {},
"colab_type": "code",
"id": "WoDOi_F8GhL5",
"outputId": "17c21c92-2a5d-4e21-c367-57e818046762"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 6 0 0 0 0 3 0 1 ], angelina jolie\n",
"[ 1 6 0 0 0 1 2 0 ], brad pitt\n",
"[ 2 0 3 0 1 3 0 1 ], catherine deneuve\n",
"[ 3 2 1 0 1 1 0 2 ], johnny depp\n",
"[ 7 0 0 0 2 1 0 0 ], leonardo dicaprio\n",
"[ 6 0 0 0 0 2 0 2 ], marion cotillard\n",
"[ 0 1 1 0 2 0 5 1 ], robert de niro\n",
"[ 4 0 0 0 0 1 0 5 ], sandra bullock\n"
]
}
],
"from sklearn.metrics import confusion_matrix\n",
"import sys\n",
"class_names = [\"angelina jolie\", \"brad pitt\",\"catherine deneuve\" , \"johnny depp\",\"leonardo dicaprio\", \"marion cotillard\", \"robert de niro\",\"sandra bullock\"]\n",
"\n",
"\n",
"Y_valid = np.zeros((num_valid_images,1),dtype=int)\n",
"\n",
"step = num_valid_images // num_classes\n",
"for ind in range(num_classes):\n",
" Y_valid[ind*step:(ind+1)*step] = ind\n",
" \n",
"confmat = confusion_matrix(val_labels.argmax(axis=1),np.argmax(prediction,axis=1)) \n",
"\n",
"for i0 in range(num_classes):\n",
" sys.stdout.write('[')\n",
" for i1 in range(num_classes):\n",
" sys.stdout.write('{:3d} '.format(confmat[i0,i1]))\n",
" \n",
" sys.stdout.write('], {}\\n'.format(class_names[i0]))\n",
" \n",
"sys.stdout.flush()"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {},
"colab_type": "code",
"id": "nNp0qChLGhL-",
"outputId": "f22e9bfe-e5da-4d57-fbdc-2ea55d6681e7"
},
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"wrong classification for: sandra bullock\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"matched to: angelina jolie\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"matched to: angelina jolie\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"matched to: marion cotillard\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"matched to: angelina jolie\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"matched to: angelina jolie\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Choose the class label you want to check\n",
"clbl = 7\n",
"step = num_valid_images // num_classes\n",
"pred_labels = np.argmax(prediction[clbl*step:(clbl+1)*step],axis=1)\n",
"wrong_labels = np.transpose(np.nonzero(pred_labels != clbl))\n",
"\n",
"# Get the validation images as numpy arrays\n",
"\n",
"import numpy as np\n",
"def get_images_and_labels(dataset):\n",
" all_images = []\n",
" all_labels = []\n",
" for images, labels in dataset:\n",
" all_images.append(images)\n",
" all_labels.append(labels)\n",
" return np.concatenate(all_images), np.concatenate(all_labels)\n",
"\n",
"val_images, val_labels = get_images_and_labels(validation_dataset)\n",
"\n",
"\n",
"print('wrong classification for: {}'.format(class_names[clbl]))\n",
"\n",
"for i, i0 in enumerate(wrong_labels):\n",
" img = val_images[clbl*step + i0]\n",
" img = np.squeeze(img, axis=0)\n",
" plt.figure(figsize=(4, 4))\n",
" plt.imshow(img.astype(\"uint8\"))\n",
" plt.show()\n",
" plt.axis(\"off\")\n",
" print('matched to: {}'.format(class_names[pred_labels[i0][0]]))\n",
" "
]
},
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Part III : Semantic Segmentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this section, we’ll focus on semantic segmentation: we’ll be looking once again at\n",
"images of cats and dogs, and this time we’ll learn how to tell apart the main subject\n",
"and its background.\n",
"\n",
"We’ll work with the Oxford-IIIT Pets dataset (www.robots.ox.ac.uk/~vgg/data/pets/), which contains 7'390 pictures of various breeds of cats and dogs, together with foreground-background segmentation masks for \n",
"each picture. A segmentation mask is the image-segmentation equivalent of a label: it’s an image the same size as the input image, with a single color channel where each integer value corresponds to the class of the corresponding pixel in the input image. In our case, the pixels of our segmentation\n",
"masks can take one of three integer values:\n",
"1. (foreground)\n",
"2. (background)\n",
"3. (contour)\n",
"\n",
"Let’s start by downloading and uncompressing our dataset, using the `wget` and `tar`\n",
"shell utilities:"
]
},
{
"!wget http://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n",
"!wget http://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz\n",
"!tar -xf images.tar.gz\n",
"!tar -xf annotations.tar.gz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The input pictures are stored as JPG files in the `images/` folder \n",
"(such as images/Abyssinian_1.jpg), and the corresponding segmentation mask is stored as a PNG file with\n",
"the same name in the `annotations/trimaps/` folder (such as annotations/trimaps/Abyssinian_1.png).\n",
"Let’s prepare the list of input file paths, as well as the list of the corresponding\n",
"mask file paths:"
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [],
"source": [
"import os\n",
"input_dir = \"images/\"\n",
"target_dir = \"annotations/trimaps/\"\n",
"input_img_paths = sorted(\n",
" [os.path.join(input_dir, fname)\n",
" for fname in os.listdir(input_dir)\n",
" if fname.endswith(\".jpg\")])\n",
" \n",
"target_paths = sorted([os.path.join(target_dir, fname)\n",
" for fname in os.listdir(target_dir)\n",
" if fname.endswith(\".png\") and not fname.startswith(\".\")])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, what does one of these inputs and its mask look like? Let’s take a quick look.\n",
"Here’s a sample image:"
]
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x10ca72a60>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from tensorflow.keras.utils import load_img, img_to_array\n",
"plt.axis(\"off\")\n",
"# Display input image number 9\n",
"plt.imshow(load_img(input_img_paths[9]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here is its corresponding target:"
]
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
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"source": [
"def display_target(target_array):\n",
" # The original labels are 1, 2, and 3. We subtract 1 so that the\n",
" # labels range from 0 to 2, and then we multiply by 127 so that\n",
" # the labels become 0 (black), 127 (gray), 254 (near-white).\n",
" normalized_array = (target_array.astype(\"uint8\") - 1) * 127\n",
" plt.axis(\"off\")\n",
" plt.imshow(normalized_array[:, :, 0])\n",
"\n",
"# We use color_mode=\"grayscale\" so that the image we load is treated as\n",
"# having a single color channel. \n",
"img = img_to_array(load_img(target_paths[9], color_mode=\"grayscale\"))\n",
"display_target(img)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, let’s load our inputs and targets into two NumPy arrays, and let’s split the arrays\n",
"into a training and a validation set. Since the dataset is very small, we can just load\n",
"everything into memory:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import random\n",
"\n",
"# We resize everything to 160x160\n",
"img_size = (160, 160)\n",
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"# Total number of samples in the data\n",
"num_imgs = len(input_img_paths)\n",
"\n",
"# Shuffle the file paths (they were originally sorted by breed). We \n",
"# use the same seed (1337) in both statements to ensure that the input \n",
"# paths and target paths stay in the same order\n",
"\n",
"random.Random(1337).shuffle(input_img_paths)\n",
"random.Random(1337).shuffle(target_paths)\n",
"\n",
"def path_to_input_image(path):\n",
" return img_to_array(load_img(path, target_size=img_size))\n",
"\n",
"def path_to_target(path):\n",
" img = img_to_array(\n",
" load_img(path, target_size=img_size, color_mode=\"grayscale\"))\n",
" # Subtract 1 so that our labels become 0, 1, and 2\n",
" img = img.astype(\"uint8\") - 1\n",
" return img\n",
"\n",
"# Load all images in the input_imgs float32 array and their masks in the\n",
"# targets uint8 array (same order). The inputs have three channels (RBG values)\n",
"# and the targets have a single channel (which contains integer labels)\n",
"input_imgs = np.zeros((num_imgs,) + img_size + (3,), dtype=\"float32\")\n",
"targets = np.zeros((num_imgs,) + img_size + (1,), dtype=\"uint8\")\n",
"for i in range(num_imgs):\n",
" input_imgs[i] = path_to_input_image(input_img_paths[i])\n",
" targets[i] = path_to_target(target_paths[i])\n",
" \n",
"# Reserve 1000 samples for validation\n",
"num_val_samples = 1000\n",
"\n",
"# Split the data into a training and a\n",
"# validation set\n",
"train_input_imgs = input_imgs[:-num_val_samples]\n",
"train_targets = targets[:-num_val_samples]\n",
"val_input_imgs = input_imgs[-num_val_samples:]\n",
"val_targets = targets[-num_val_samples:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now it’s time to define our model:"
]
},
{
"cell_type": "code",
"execution_count": 5,
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"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-10 22:51:00.162044: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"model\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" input_1 (InputLayer) [(None, 160, 160, 3 0 [] \n",
" )] \n",
" \n",
" conv2d (Conv2D) (None, 80, 80, 32) 896 ['input_1[0][0]'] \n",
" \n",
" batch_normalization (BatchNorm (None, 80, 80, 32) 128 ['conv2d[0][0]'] \n",
" alization) \n",
" \n",
" activation (Activation) (None, 80, 80, 32) 0 ['batch_normalization[0][0]'] \n",
" \n",
" activation_1 (Activation) (None, 80, 80, 32) 0 ['activation[0][0]'] \n",
" \n",
" separable_conv2d (SeparableCon (None, 80, 80, 64) 2400 ['activation_1[0][0]'] \n",
" v2D) \n",
" \n",
" batch_normalization_1 (BatchNo (None, 80, 80, 64) 256 ['separable_conv2d[0][0]'] \n",
" rmalization) \n",
" \n",
" activation_2 (Activation) (None, 80, 80, 64) 0 ['batch_normalization_1[0][0]'] \n",
" \n",
" separable_conv2d_1 (SeparableC (None, 80, 80, 64) 4736 ['activation_2[0][0]'] \n",
" onv2D) \n",
" \n",
" batch_normalization_2 (BatchNo (None, 80, 80, 64) 256 ['separable_conv2d_1[0][0]'] \n",
" rmalization) \n",
" \n",
" max_pooling2d (MaxPooling2D) (None, 40, 40, 64) 0 ['batch_normalization_2[0][0]'] \n",
" \n",
" conv2d_1 (Conv2D) (None, 40, 40, 64) 2112 ['activation[0][0]'] \n",
" \n",
" add (Add) (None, 40, 40, 64) 0 ['max_pooling2d[0][0]', \n",
" 'conv2d_1[0][0]'] \n",
" \n",
" activation_3 (Activation) (None, 40, 40, 64) 0 ['add[0][0]'] \n",
" \n",
" separable_conv2d_2 (SeparableC (None, 40, 40, 128) 8896 ['activation_3[0][0]'] \n",
" onv2D) \n",
" \n",
" batch_normalization_3 (BatchNo (None, 40, 40, 128) 512 ['separable_conv2d_2[0][0]'] \n",
" rmalization) \n",
" \n",
" activation_4 (Activation) (None, 40, 40, 128) 0 ['batch_normalization_3[0][0]'] \n",
" \n",
" separable_conv2d_3 (SeparableC (None, 40, 40, 128) 17664 ['activation_4[0][0]'] \n",
" onv2D) \n",
" \n",
" batch_normalization_4 (BatchNo (None, 40, 40, 128) 512 ['separable_conv2d_3[0][0]'] \n",
" rmalization) \n",
" \n",
" max_pooling2d_1 (MaxPooling2D) (None, 20, 20, 128) 0 ['batch_normalization_4[0][0]'] \n",
" \n",
" conv2d_2 (Conv2D) (None, 20, 20, 128) 8320 ['add[0][0]'] \n",
" \n",
" add_1 (Add) (None, 20, 20, 128) 0 ['max_pooling2d_1[0][0]', \n",
" 'conv2d_2[0][0]'] \n",
" \n",
" activation_5 (Activation) (None, 20, 20, 128) 0 ['add_1[0][0]'] \n",
" \n",
" separable_conv2d_4 (SeparableC (None, 20, 20, 256) 34176 ['activation_5[0][0]'] \n",
" onv2D) \n",
" \n",
" batch_normalization_5 (BatchNo (None, 20, 20, 256) 1024 ['separable_conv2d_4[0][0]'] \n",
" rmalization) \n",
" \n",
" activation_6 (Activation) (None, 20, 20, 256) 0 ['batch_normalization_5[0][0]'] \n",
" \n",
" separable_conv2d_5 (SeparableC (None, 20, 20, 256) 68096 ['activation_6[0][0]'] \n",
" onv2D) \n",
" \n",
" batch_normalization_6 (BatchNo (None, 20, 20, 256) 1024 ['separable_conv2d_5[0][0]'] \n",
" rmalization) \n",
" \n",
" max_pooling2d_2 (MaxPooling2D) (None, 10, 10, 256) 0 ['batch_normalization_6[0][0]'] \n",
" \n",
" conv2d_3 (Conv2D) (None, 10, 10, 256) 33024 ['add_1[0][0]'] \n",
" \n",
" add_2 (Add) (None, 10, 10, 256) 0 ['max_pooling2d_2[0][0]', \n",
" 'conv2d_3[0][0]'] \n",
" \n",
" activation_7 (Activation) (None, 10, 10, 256) 0 ['add_2[0][0]'] \n",
" \n",
" conv2d_transpose (Conv2DTransp (None, 10, 10, 258) 594690 ['activation_7[0][0]'] \n",
" ose) \n",
" \n",
" batch_normalization_7 (BatchNo (None, 10, 10, 258) 1032 ['conv2d_transpose[0][0]'] \n",
" rmalization) \n",
" \n",
" activation_8 (Activation) (None, 10, 10, 258) 0 ['batch_normalization_7[0][0]'] \n",
" \n",
" conv2d_transpose_1 (Conv2DTran (None, 10, 10, 258) 599334 ['activation_8[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_8 (BatchNo (None, 10, 10, 258) 1032 ['conv2d_transpose_1[0][0]'] \n",
" rmalization) \n",
" \n",
" up_sampling2d_1 (UpSampling2D) (None, 20, 20, 256) 0 ['add_2[0][0]'] \n",
" \n",
" up_sampling2d (UpSampling2D) (None, 20, 20, 258) 0 ['batch_normalization_8[0][0]'] \n",
" \n",
" conv2d_4 (Conv2D) (None, 20, 20, 258) 66306 ['up_sampling2d_1[0][0]'] \n",
" \n",
" add_3 (Add) (None, 20, 20, 258) 0 ['up_sampling2d[0][0]', \n",
" 'conv2d_4[0][0]'] \n",
" \n",
" activation_9 (Activation) (None, 20, 20, 258) 0 ['add_3[0][0]'] \n",
" \n",
" conv2d_transpose_2 (Conv2DTran (None, 20, 20, 128) 297344 ['activation_9[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_9 (BatchNo (None, 20, 20, 128) 512 ['conv2d_transpose_2[0][0]'] \n",
" rmalization) \n",
" \n",
" activation_10 (Activation) (None, 20, 20, 128) 0 ['batch_normalization_9[0][0]'] \n",
" \n",
" conv2d_transpose_3 (Conv2DTran (None, 20, 20, 128) 147584 ['activation_10[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_10 (BatchN (None, 20, 20, 128) 512 ['conv2d_transpose_3[0][0]'] \n",
" ormalization) \n",
" \n",
" up_sampling2d_3 (UpSampling2D) (None, 40, 40, 258) 0 ['add_3[0][0]'] \n",
" \n",
" up_sampling2d_2 (UpSampling2D) (None, 40, 40, 128) 0 ['batch_normalization_10[0][0]'] \n",
" \n",
" conv2d_5 (Conv2D) (None, 40, 40, 128) 33152 ['up_sampling2d_3[0][0]'] \n",
" \n",
" add_4 (Add) (None, 40, 40, 128) 0 ['up_sampling2d_2[0][0]', \n",
" 'conv2d_5[0][0]'] \n",
" \n",
" activation_11 (Activation) (None, 40, 40, 128) 0 ['add_4[0][0]'] \n",
" \n",
" conv2d_transpose_4 (Conv2DTran (None, 40, 40, 64) 73792 ['activation_11[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_11 (BatchN (None, 40, 40, 64) 256 ['conv2d_transpose_4[0][0]'] \n",
" ormalization) \n",
" \n",
" activation_12 (Activation) (None, 40, 40, 64) 0 ['batch_normalization_11[0][0]'] \n",
" \n",
" conv2d_transpose_5 (Conv2DTran (None, 40, 40, 64) 36928 ['activation_12[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_12 (BatchN (None, 40, 40, 64) 256 ['conv2d_transpose_5[0][0]'] \n",
" ormalization) \n",
" \n",
" up_sampling2d_5 (UpSampling2D) (None, 80, 80, 128) 0 ['add_4[0][0]'] \n",
" \n",
" up_sampling2d_4 (UpSampling2D) (None, 80, 80, 64) 0 ['batch_normalization_12[0][0]'] \n",
" \n",
" conv2d_6 (Conv2D) (None, 80, 80, 64) 8256 ['up_sampling2d_5[0][0]'] \n",
" \n",
" add_5 (Add) (None, 80, 80, 64) 0 ['up_sampling2d_4[0][0]', \n",
" 'conv2d_6[0][0]'] \n",
" \n",
" activation_13 (Activation) (None, 80, 80, 64) 0 ['add_5[0][0]'] \n",
" \n",
" conv2d_transpose_6 (Conv2DTran (None, 80, 80, 32) 18464 ['activation_13[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_13 (BatchN (None, 80, 80, 32) 128 ['conv2d_transpose_6[0][0]'] \n",
" ormalization) \n",
" \n",
" activation_14 (Activation) (None, 80, 80, 32) 0 ['batch_normalization_13[0][0]'] \n",
" \n",
" conv2d_transpose_7 (Conv2DTran (None, 80, 80, 32) 9248 ['activation_14[0][0]'] \n",
" spose) \n",
" \n",
" batch_normalization_14 (BatchN (None, 80, 80, 32) 128 ['conv2d_transpose_7[0][0]'] \n",
" ormalization) \n",
" \n",
" up_sampling2d_7 (UpSampling2D) (None, 160, 160, 64 0 ['add_5[0][0]'] \n",
" ) \n",
" \n",
" up_sampling2d_6 (UpSampling2D) (None, 160, 160, 32 0 ['batch_normalization_14[0][0]'] \n",
" ) \n",
" \n",
" conv2d_7 (Conv2D) (None, 160, 160, 32 2080 ['up_sampling2d_7[0][0]'] \n",
" ) \n",
" \n",
" add_6 (Add) (None, 160, 160, 32 0 ['up_sampling2d_6[0][0]', \n",
" ) 'conv2d_7[0][0]'] \n",
" \n",
" conv2d_8 (Conv2D) (None, 160, 160, 3) 867 ['add_6[0][0]'] \n",
" \n",
"==================================================================================================\n",
"Total params: 2,075,933\n",
"Trainable params: 2,072,149\n",
"Non-trainable params: 3,784\n",
"__________________________________________________________________________________________________\n"
]
}
],
"from tensorflow import keras\n",
"from keras import layers\n",
"\n",
"def get_model(img_size, num_classes):\n",
" inputs = keras.Input(shape=img_size + (3,))\n",
" # Don’t forget to rescale input images to the [0-1] range\n",
" x = layers.Rescaling(1./255)(inputs)\n",
" ### [First half of the network: downsampling inputs] ###\n",
"\n",
" # Entry block\n",
" x = layers.Conv2D(32, 3, strides=2, padding=\"same\")(inputs)\n",
" x = layers.BatchNormalization()(x)\n",
" x = layers.Activation(\"relu\")(x)\n",
"\n",
" previous_block_activation = x # Set aside residual\n",
"\n",
" # Blocks 1, 2, 3 are identical apart from the feature depth.\n",
" for filters in [64, 128, 256]:\n",
" x = layers.Activation(\"relu\")(x)\n",
" x = layers.SeparableConv2D(filters, 3, padding=\"same\")(x)\n",
" x = layers.BatchNormalization()(x)\n",
"\n",
" x = layers.Activation(\"relu\")(x)\n",
" x = layers.SeparableConv2D(filters, 3, padding=\"same\")(x)\n",
" x = layers.BatchNormalization()(x)\n",
"\n",
" x = layers.MaxPooling2D(3, strides=2, padding=\"same\")(x)\n",
"\n",
" # Project residual\n",
" residual = layers.Conv2D(filters, 1, strides=2, padding=\"same\")(previous_block_activation)\n",
" x = layers.add([x, residual]) # Add back residual\n",
" previous_block_activation = x # Set aside next residual\n",
"\n",
" ### [Second half of the network: upsampling inputs] ###\n",
"\n",
" for filters in [258, 128, 64, 32]:\n",
" x = layers.Activation(\"relu\")(x)\n",
" x = layers.Conv2DTranspose(filters, 3, padding=\"same\")(x)\n",
" x = layers.BatchNormalization()(x)\n",
"\n",
" x = layers.Activation(\"relu\")(x)\n",
" x = layers.Conv2DTranspose(filters, 3, padding=\"same\")(x)\n",
" x = layers.BatchNormalization()(x)\n",
"\n",
" x = layers.UpSampling2D(2)(x)\n",
"\n",
" # Project residual\n",
" residual = layers.UpSampling2D(2)(previous_block_activation)\n",
" residual = layers.Conv2D(filters, 1, padding=\"same\")(residual)\n",
" x = layers.add([x, residual]) # Add back residual\n",
" previous_block_activation = x # Set aside next residual\n",
"\n",
" # We end the model with a per-pixel three-way\n",
" # softmax to classify each output pixel into one of\n",
" # our three categories\n",
" outputs = layers.Conv2D(num_classes, 3, activation=\"softmax\", padding=\"same\")(x)\n",
"\n",
" # Define the model\n",
" model = keras.Model(inputs, outputs)\n",
" return model\n",
"\n",
"\n",
"# Free up RAM in case the model definition cells were run multiple times\n",
"keras.backend.clear_session()\n",
"\n",
"# Build model\n",
"model = get_model(img_size, num_classes=3)\n",
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"source": [
"The first half of the model closely resembles the kind of convnet you’d use for image\n",
"classification: a stack of `Conv2D` layers, with gradually increasing filter sizes. We downsample\n",
"our images three times by a factor of two each, ending up with activations of size\n",
"$(25, 25, 256)$. The purpose of this first half is to encode the images into smaller feature\n",
"maps, where each spatial location (or pixel) contains information about a large spatial\n",
"chunk of the original image. You can understand it as a kind of compression.\n",
"\n",
"\n",
"One important difference between the first half of this model and the classification\n",
"models you’ve seen before is the way we do downsampling: in the classification\n",
"ConvNets from the last chapter, we used `MaxPooling2D` layers to downsample feature\n",
"maps. Here, we downsample by adding _strides_ to every other convolution layer. We do \n",
"this because, in the case of image segmentation, we care a lot about the _spatial location_ of information in the image, since we need to produce per-pixel target masks as output of the \n",
"model. When you do $2\\times 2$ max pooling, you are completely destroying location information within each pooling window: you return one scalar value per window, with zero knowledge of which of the four locations in the windows the value came from. So while max pooling layers perform\n",
"well for classification tasks, they would hurt us quite a bit for a segmentation\n",
"task. Meanwhile, strided convolutions do a better job at downsampling feature maps\n",
"while retaining location information. Throughout this book, you’ll notice that we\n",
"tend to use strides instead of max pooling in any model that cares about feature location,\n",
"such as generative models.\n",
"\n",
"The second half of the model is a stack of `Conv2DTranspose` layers. What are those?\n",
"Well, the output of the first half of the model is a feature map of shape $(20, 20, 128)$, \n",
"but we want our final output to have the same shape as the target masks, $(160, 160,3)$. Therefore, we need to apply a kind of _inverse_ of the transformations we’ve applied\n",
"so far — something that will _upsample_ the feature maps instead of downsampling them.\n",
"That’s the purpose of the `Conv2DTranspose` layer: you can think of it as a kind of convolution\n",
"layer that _learns to upsample_. If you have an input of shape $(80, 80, 64)$, and you\n",
"run it through the layer `Conv2D(128, 3, strides=2, padding=\"same\")`, you get an\n",
"output of shape $(40, 40, 128)$. If you run this output through the layer \n",
"`Conv2DTranspose(64, 3, strides=2, padding=\"same\")`, you get back an output of shape $(80,\n",
"80, 64)$, the same as the original. So after compressing our inputs into feature maps of\n",
"shape $(10, 10, 256)$ via a stack of `Conv2D` layers, we can simply apply the corresponding\n",
"sequence of `Conv2DTranspose` layers to get back to images of shape $(160, 160, 3)$.\n",
"\n",
"We can now compile and fit our model:"
]
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/50\n",
"100/100 [==============================] - 389s 4s/step - loss: 1.4495 - accuracy: 0.6714 - val_loss: 2.0964 - val_accuracy: 0.5844\n",
"Epoch 2/50\n",
"100/100 [==============================] - 380s 4s/step - loss: 0.6255 - accuracy: 0.7521 - val_loss: 3.0735 - val_accuracy: 0.5840\n",
"Epoch 3/50\n",
"100/100 [==============================] - 359s 4s/step - loss: 0.5015 - accuracy: 0.8007 - val_loss: 2.9807 - val_accuracy: 0.5840\n",
"Epoch 4/50\n",
"100/100 [==============================] - 646s 6s/step - loss: 0.4438 - accuracy: 0.8242 - val_loss: 1.8472 - val_accuracy: 0.5843\n",
"Epoch 5/50\n",
"100/100 [==============================] - 12058s 122s/step - loss: 0.4025 - accuracy: 0.8410 - val_loss: 0.9695 - val_accuracy: 0.6677\n",
"Epoch 6/50\n",
"100/100 [==============================] - 2337s 4s/step - loss: 0.3703 - accuracy: 0.8536 - val_loss: 0.4071 - val_accuracy: 0.8383\n",
"Epoch 7/50\n",
"100/100 [==============================] - 3028s 31s/step - loss: 0.3436 - accuracy: 0.8643 - val_loss: 0.4214 - val_accuracy: 0.8389\n",
"Epoch 8/50\n",
"100/100 [==============================] - 11752s 119s/step - loss: 0.3198 - accuracy: 0.8733 - val_loss: 0.4524 - val_accuracy: 0.8212\n",
"Epoch 9/50\n",
"100/100 [==============================] - 914s 9s/step - loss: 0.2965 - accuracy: 0.8819 - val_loss: 0.4060 - val_accuracy: 0.8426\n",
"Epoch 10/50\n",
"100/100 [==============================] - 1213s 12s/step - loss: 0.2772 - accuracy: 0.8892 - val_loss: 0.3871 - val_accuracy: 0.8556\n",
"Epoch 11/50\n",
"100/100 [==============================] - 349s 3s/step - loss: 0.2606 - accuracy: 0.8956 - val_loss: 0.3973 - val_accuracy: 0.8490\n",
"Epoch 12/50\n",
"100/100 [==============================] - 2942s 30s/step - loss: 0.2451 - accuracy: 0.9013 - val_loss: 0.3932 - val_accuracy: 0.8559\n",
"Epoch 13/50\n",
"100/100 [==============================] - 383s 4s/step - loss: 0.2342 - accuracy: 0.9055 - val_loss: 0.4213 - val_accuracy: 0.8513\n",
"Epoch 14/50\n",
"100/100 [==============================] - 346s 3s/step - loss: 0.2223 - accuracy: 0.9102 - val_loss: 0.4490 - val_accuracy: 0.8462\n",
"Epoch 15/50\n",
"100/100 [==============================] - 2655s 27s/step - loss: 0.2142 - accuracy: 0.9128 - val_loss: 0.4023 - val_accuracy: 0.8603\n",
"Epoch 16/50\n",
"100/100 [==============================] - 345s 3s/step - loss: 0.2049 - accuracy: 0.9161 - val_loss: 0.4357 - val_accuracy: 0.8635\n",
"Epoch 17/50\n",
"100/100 [==============================] - 451s 5s/step - loss: 0.1959 - accuracy: 0.9196 - val_loss: 0.4202 - val_accuracy: 0.8550\n",
"Epoch 18/50\n",
"100/100 [==============================] - 547s 5s/step - loss: 0.1915 - accuracy: 0.9214 - val_loss: 0.4300 - val_accuracy: 0.8577\n",
"Epoch 19/50\n",
"100/100 [==============================] - 555s 6s/step - loss: 0.1822 - accuracy: 0.9247 - val_loss: 0.4459 - val_accuracy: 0.8570\n",
"Epoch 20/50\n",
"100/100 [==============================] - 531s 5s/step - loss: 0.1773 - accuracy: 0.9268 - val_loss: 0.4104 - val_accuracy: 0.8691\n",
"Epoch 21/50\n",
"100/100 [==============================] - 548s 5s/step - loss: 0.1713 - accuracy: 0.9291 - val_loss: 0.4190 - val_accuracy: 0.8654\n",
"Epoch 22/50\n",
"100/100 [==============================] - 582s 6s/step - loss: 0.1626 - accuracy: 0.9322 - val_loss: 0.4380 - val_accuracy: 0.8651\n",
"Epoch 23/50\n",
"100/100 [==============================] - 398s 4s/step - loss: 0.1599 - accuracy: 0.9334 - val_loss: 0.4456 - val_accuracy: 0.8552\n",
"Epoch 24/50\n",
"100/100 [==============================] - 353s 4s/step - loss: 0.1528 - accuracy: 0.9360 - val_loss: 0.4514 - val_accuracy: 0.8675\n",
"Epoch 25/50\n",
"100/100 [==============================] - 375s 4s/step - loss: 0.1518 - accuracy: 0.9365 - val_loss: 0.4538 - val_accuracy: 0.8638\n",
"Epoch 26/50\n",
"100/100 [==============================] - 370s 4s/step - loss: 0.1484 - accuracy: 0.9379 - val_loss: 0.4353 - val_accuracy: 0.8642\n",
"Epoch 27/50\n",
"100/100 [==============================] - 380s 4s/step - loss: 0.1421 - accuracy: 0.9402 - val_loss: 0.4421 - val_accuracy: 0.8676\n",
"Epoch 28/50\n",
"100/100 [==============================] - 405s 4s/step - loss: 0.1397 - accuracy: 0.9415 - val_loss: 0.4484 - val_accuracy: 0.8651\n",
"Epoch 29/50\n",
"100/100 [==============================] - 416s 4s/step - loss: 0.1340 - accuracy: 0.9435 - val_loss: 0.5394 - val_accuracy: 0.8380\n",
"Epoch 30/50\n",
"100/100 [==============================] - 380s 4s/step - loss: 0.1326 - accuracy: 0.9440 - val_loss: 0.4622 - val_accuracy: 0.8654\n",
"Epoch 31/50\n",
"100/100 [==============================] - 408s 4s/step - loss: 0.1313 - accuracy: 0.9448 - val_loss: 0.4683 - val_accuracy: 0.8635\n",
"Epoch 32/50\n",
"100/100 [==============================] - 401s 4s/step - loss: 0.1268 - accuracy: 0.9465 - val_loss: 0.4691 - val_accuracy: 0.8668\n",
"Epoch 33/50\n",
"100/100 [==============================] - 374s 4s/step - loss: 0.1246 - accuracy: 0.9475 - val_loss: 0.4865 - val_accuracy: 0.8624\n",
"Epoch 34/50\n",
"100/100 [==============================] - 376s 4s/step - loss: 0.1233 - accuracy: 0.9482 - val_loss: 0.6864 - val_accuracy: 0.8293\n",
"Epoch 35/50\n",
"100/100 [==============================] - 381s 4s/step - loss: 0.1224 - accuracy: 0.9488 - val_loss: 0.5263 - val_accuracy: 0.8481\n",
"Epoch 36/50\n",
"100/100 [==============================] - 392s 4s/step - loss: 0.1192 - accuracy: 0.9500 - val_loss: 0.4628 - val_accuracy: 0.8639\n",
"Epoch 37/50\n",
"100/100 [==============================] - 400s 4s/step - loss: 0.1168 - accuracy: 0.9510 - val_loss: 0.4689 - val_accuracy: 0.8658\n",
"Epoch 38/50\n",
"100/100 [==============================] - 389s 4s/step - loss: 0.1109 - accuracy: 0.9529 - val_loss: 0.5279 - val_accuracy: 0.8657\n",
"Epoch 39/50\n",
"100/100 [==============================] - 381s 4s/step - loss: 0.1104 - accuracy: 0.9533 - val_loss: 0.4647 - val_accuracy: 0.8699\n",
"Epoch 40/50\n",
"100/100 [==============================] - 397s 4s/step - loss: 0.1064 - accuracy: 0.9547 - val_loss: 0.4940 - val_accuracy: 0.8722\n",
"Epoch 41/50\n",
"100/100 [==============================] - 378s 4s/step - loss: 0.1067 - accuracy: 0.9547 - val_loss: 0.5408 - val_accuracy: 0.8522\n",
"Epoch 42/50\n",
"100/100 [==============================] - 375s 4s/step - loss: 0.1074 - accuracy: 0.9550 - val_loss: 0.4689 - val_accuracy: 0.8725\n",
"Epoch 43/50\n",
"100/100 [==============================] - 392s 4s/step - loss: 0.1025 - accuracy: 0.9565 - val_loss: 0.5200 - val_accuracy: 0.8694\n",
"Epoch 44/50\n",
"100/100 [==============================] - 397s 4s/step - loss: 0.1051 - accuracy: 0.9560 - val_loss: 0.4728 - val_accuracy: 0.8697\n",
"Epoch 45/50\n",
"100/100 [==============================] - 417s 4s/step - loss: 0.0982 - accuracy: 0.9582 - val_loss: 0.5322 - val_accuracy: 0.8588\n",
"Epoch 46/50\n",
"100/100 [==============================] - 401s 4s/step - loss: 0.0987 - accuracy: 0.9581 - val_loss: 0.5161 - val_accuracy: 0.8658\n",
"Epoch 47/50\n",
"100/100 [==============================] - 389s 4s/step - loss: 0.0956 - accuracy: 0.9593 - val_loss: 0.5350 - val_accuracy: 0.8627\n",
"Epoch 48/50\n",
"100/100 [==============================] - 378s 4s/step - loss: 0.0954 - accuracy: 0.9597 - val_loss: 0.5461 - val_accuracy: 0.8542\n",
"Epoch 49/50\n",
"100/100 [==============================] - 378s 4s/step - loss: 0.0934 - accuracy: 0.9603 - val_loss: 0.4983 - val_accuracy: 0.8712\n",
"Epoch 50/50\n",
"100/100 [==============================] - 2374s 24s/step - loss: 0.0954 - accuracy: 0.9599 - val_loss: 0.5317 - val_accuracy: 0.8689\n"
]
}
],
"import os, datetime\n",
"import tensorflow as tf\n",
"\n",
"model.compile(optimizer=\"rmsprop\", loss=\"sparse_categorical_crossentropy\",\n",
" metrics=[\"accuracy\"])\n",
"\n",
"logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",