{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Convolutions in Keras\n", "> Convolutions are the fundamental building blocks of convolutional neural networks. In this chapter, you will be introducted to convolutions and learn how they operate on image data. You will also see how you incorporate convolutions into Keras neural networks. This is the Summary of lecture \"Image Processing with Keras in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Tensorflow-Keras, Vision, Deep_Learning]\n", "- image: images/convolutions.gif" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import tensorflow as tf\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def plot_comparison(img_original, img_filtered, img_title_filtered):\n", " fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(10, 8), sharex=True, sharey=True)\n", " ax1.imshow(img_original, cmap=plt.cm.gray)\n", " ax1.set_title('Original')\n", " ax1.axis('off')\n", " ax2.imshow(img_filtered, cmap=plt.cm.gray)\n", " ax2.set_title(img_title_filtered)\n", " ax2.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convolutions\n", "- Using correlations in images\n", " - Natural images contain spatial correlations (pixels along a contour or edge)\n", " - How can we use these correlations?\n", "- Convolutions {% fn 1 %}\n", "![convolution](image/convolutions.gif)\n", "\n", "{{ 'File from [here](https://towardsdatascience.com/intuitively-understanding-convolutions-for-deep-learning-1f6f42faee1)' | fndetail: 1 }}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### One dimensional convolutions\n", "A convolution of an one-dimensional array with a kernel comprises of taking the kernel, sliding it along the array, multiplying it with the items in the array that overlap with the kernel in that location and summing this product.\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 1 -1 1 -1 1 -1 1 -1 0 0]\n" ] } ], "source": [ "array = np.array([1, 0, 1, 0, 1, 0, 1, 0, 1, 0])\n", "kernel = np.array([1, -1, 0])\n", "conv = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "\n", "# Output array\n", "for ii in range(8):\n", " conv[ii] = (kernel * array[ii:ii+3]).sum()\n", " \n", "# Print conv\n", "print(conv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image convolutions\n", "The convolution of an image with a kernel summarizes a part of the image as the sum of the multiplication of that part of the image with the kernel. In this exercise, you will write the code that executes a convolution of an image with a kernel using Numpy. Given a black and white image that is stored in the variable im, write the operations inside the loop that would execute the convolution with the provided kernel." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "im = pd.read_csv('./dataset/brick_bw.csv').to_numpy()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[2.68104587 2.95947725 2.84313738 ... 0. 0. 0. ]\n", " [3.01830077 3.07058837 3.05098049 ... 0. 0. 0. ]\n", " [2.95163405 3.09934654 3.20261451 ... 0. 0. 0. ]\n", " ...\n", " [0. 0. 0. ... 0. 0. 0. ]\n", " [0. 0. 0. ... 0. 0. 0. ]\n", " [0. 0. 0. ... 0. 0. 0. ]]\n" ] } ], "source": [ "kernel = np.array([[0, 1, 0], [1, 1, 1], [0, 1, 0]])\n", "result = np.zeros(im.shape)\n", "\n", "# Output array\n", "for ii in range(im.shape[0] - 3):\n", " for jj in range(im.shape[1] - 3):\n", " result[ii, jj] = (im[ii:ii+3, jj:jj+3] * kernel).sum()\n", " \n", "# Print result\n", "print(result)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_comparison(im, result, 'After convolution')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining image convolution kernels\n", "In the previous exercise, you wrote code that performs a convolution given an image and a kernel. In this exercise, you will be asked to define the kernel that finds a particular feature in the image.\n", "\n", "For example, the following kernel finds a vertical line in images:\n", "```python\n", "np.array([[-1, 1, -1], \n", " [-1, 1, -1], \n", " [-1, 1, -1]])\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def convolution(image, kernel):\n", " kernel = kernel - kernel.mean()\n", " result = np.zeros(image.shape)\n", "\n", " for ii in range(image.shape[0]-2):\n", " for jj in range(image.shape[1]-2):\n", " result[ii, jj] = np.sum(image[ii:ii+3, jj:jj+3] * kernel)\n", "\n", " return result" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Define the kernel that detect the horizontal line\n", "kernel = np.array([[-1, -1, -1],\n", " [1, 1, 1],\n", " [-1, -1, -1]])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = convolution(im, kernel)\n", "plot_comparison(im, result, 'Detect Horizontal line')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Define a kernel that finds a light spot surrounded by dark pixels.\n", "kernel = np.array([[-1, -1, -1], \n", " [-1, 1, -1],\n", " [-1, -1, -1]])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = convolution(im, kernel)\n", "plot_comparison(im, result, 'Detecting light spot')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Define a kernel that finds a dark spot surrounded by bright pixels.\n", "kernel = np.array([[1, 1, 1], \n", " [1, -1, 1],\n", " [1, 1, 1]])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = convolution(im, kernel)\n", "plot_comparison(im, result, 'Detecting dark spot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementing image convolutions in Keras\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convolutional network for image classification\n", "Convolutional networks for classification are constructed from a sequence of convolutional layers (for image processing) and fully connected (`Dense`) layers (for readout). In this exercise, you will construct a small convolutional network for classification of the data from the fashion dataset.\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Conv2D, Flatten, Dense\n", "\n", "img_rows, img_cols = 28, 28\n", "\n", "# Initialize the model object\n", "model = Sequential()\n", "\n", "# Add a convolutional layer\n", "model.add(Conv2D(10, kernel_size=3, activation='relu', input_shape=(img_rows, img_cols, 1)))\n", "\n", "# Flatten the output of the convolutional layer\n", "model.add(Flatten())\n", "# Add an outputlayer for the 3 categories\n", "model.add(Dense(3, activation='softmax'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training a CNN to classify clothing types\n", "Before training a neural network it needs to be compiled with the right cost function, using the right optimizer. During compilation, you can also define metrics that the network calculates and reports in every epoch. Model fitting requires a training data set, together with the training labels to the network." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "(train_data, train_labels), (test_data, test_labels) = tf.keras.datasets.fashion_mnist.load_data()\n", "\n", "train_data = train_data[(train_labels >= 0) & (train_labels < 3)][0:50].reshape(-1, 28, 28, 1)\n", "train_labels = train_labels[(train_labels >= 0) & (train_labels < 3)][0:50]\n", "train_labels = pd.get_dummies(train_labels).to_numpy()\n", "\n", "test_data = test_data[(test_labels >= 0) & (test_labels < 3)][0:10].reshape(-1, 28, 28, 1)\n", "test_labels = test_labels[(test_labels >= 0) & (test_labels < 3)][0:10]\n", "test_labels = pd.get_dummies(test_labels).to_numpy()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/3\n", "4/4 [==============================] - 0s 36ms/step - loss: 58.7289 - accuracy: 0.4500 - val_loss: 5.7333 - val_accuracy: 0.7000\n", "Epoch 2/3\n", "4/4 [==============================] - 0s 5ms/step - loss: 1.5333 - accuracy: 0.9250 - val_loss: 12.6149 - val_accuracy: 0.8000\n", "Epoch 3/3\n", "4/4 [==============================] - 0s 6ms/step - loss: 7.5137 - accuracy: 0.8750 - val_loss: 6.9894 - val_accuracy: 0.8000\n" ] } ], "source": [ "# Compile the model\n", "model.compile(optimizer='adam',\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# Fit the model on a training set\n", "model.fit(train_data, train_labels, validation_split=0.2,\n", " epochs=3, batch_size=10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating a CNN with test data\n", "To evaluate a trained neural network, you should provide a separate testing data set of labeled images. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 599us/step - loss: 0.0000e+00 - accuracy: 1.0000\n" ] } ], "source": [ "# Evaluate the model on separate test data\n", "model.evaluate(test_data, test_labels, batch_size=10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tweaking your convolutions\n", "- Calculating the size of the output\n", "$$ O = ((I - K + 2P) / S) + 1$$\n", " - $I=$ size of the input\n", " - $K=$ size of the kernel\n", " - $P=$ size of the zero padding\n", " - $S=$ strides" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tweaking your convolutions\n", "Padding allows a convolutional layer to retain the resolution of the input into this layer. This is done by adding zeros around the edges of the input image, so that the convolution kernel can overlap with the pixels on the edge of the image.\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Initialize the model\n", "model = Sequential()\n", "\n", "# Add the convolutional layer\n", "model.add(Conv2D(10, kernel_size=3, activation='relu', input_shape=(img_rows, img_cols, 1),\n", " padding='same'))\n", "\n", "# Feed into output layer\n", "model.add(Flatten())\n", "model.add(Dense(3, activation='softmax'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add strides to a convolutional network\n", "The size of the strides of the convolution kernel determines whether the kernel will skip over some of the pixels as it slides along the image. This affects the size of the output because when strides are larger than one, the kernel will be centered on only some of the pixels.\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Initialize the model\n", "model = Sequential()\n", "\n", "# Add the convolutional layer\n", "model.add(Conv2D(10, kernel_size=3, activation='relu',\n", " input_shape=(img_rows, img_cols, 1),\n", " strides=2))\n", "\n", "# Feed into output layer\n", "model.add(Flatten())\n", "model.add(Dense(3, activation='softmax'))" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }