{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Processing With Neural Networks\n", "> Convolutional neural networks use the data that is represented in images to learn. In this chapter, we will probe data in images, and we will learn how to use Keras to train a neural network to classify objects that appear in images. 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/fashion_mnist.png" ] }, { "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": "markdown", "metadata": {}, "source": [ "## Introducing convolutional neural networks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Images as data: visualizations\n", "To display image data, you will rely on Python's [Matplotlib](https://matplotlib.org/) library, and specifically use matplotlib's `pyplot` sub-module, that contains many plotting commands. Some of these commands allow you to display the content of images stored in arrays." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import transform\n", "\n", "# Load the image\n", "data = plt.imread('./dataset/bricks.png')\n", "\n", "data = transform.resize(data, (159, 240))\n", "\n", "# Display the image\n", "plt.imshow(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Images as data: changing images\n", "To modify an image, you can modify the existing numbers in the array. In a color image, you can change the values in one of the color channels without affecting the other colors, by indexing on the last dimension of the array." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set the red channel in this part of the image to 1\n", "data[:10, :10, 0] = 1\n", "\n", "# Set the green channel in this part of the image to 0\n", "data[:10, :10, 1] = 0\n", "\n", "# Set the blue channel in this part of the image to 0\n", "data[:10, :10, 2] = 0\n", "\n", "# Visualize the result\n", "plt.imshow(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classifying images\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using one-hot encoding to represent images\n", "Neural networks expect the labels of classes in a dataset to be organized in a one-hot encoded manner: each row in the array contains zeros in all columns, except the column corresponding to a unique label, which is set to 1.\n", "\n", "The fashion dataset contains three categories:\n", "\n", "- Shirts\n", "- Dresses\n", "- Shoes\n", "\n", "In this exercise, you will create a one-hot encoding of a small sample of these labels.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "labels = ['shoe', 'shirt', 'shoe', 'shirt', 'dress', 'dress', 'dress']\n", "\n", "# The number of image categories\n", "n_categories = 3\n", "# The unique values of categories in the data\n", "categories = np.array(['shirt', 'dress', 'shoe'])\n", "\n", "# Initalize ohe_labels as all zeros\n", "ohe_labels = np.zeros((len(labels), n_categories))\n", "\n", "# Loop over the labels\n", "for ii in range(len(labels)):\n", " # Find the location of this label in the categories variables\n", " jj = np.where(categories == labels[ii])\n", " # Set the corresponding zero to one\n", " ohe_labels[ii, jj] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating a classifier\n", "To evaluate a classifier, we need to test it on images that were not used during training. This is called \"cross-validation\": a prediction of the class (e.g., t-shirt, dress or shoe) is made from each of the test images, and these predictions are compared with the true labels of these images.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "test_labels = np.array([[0., 0., 1.], [0., 1., 0.], [0., 0., 1.], [0., 1., 0.], \n", " [0., 0., 1.], [0., 0., 1.], [0., 0., 1.], [0., 1., 0.]])\n", "\n", "predictions = np.array([[0., 0., 1.], [0., 1., 0.], [0., 0., 1.], [1., 0., 0.], \n", " [0., 0., 1.], [1., 0., 0.], [0., 0., 1.], [0., 1., 0.]])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.0\n", "0.75\n" ] } ], "source": [ "# Calculate the number of correct predictions\n", "number_correct = (test_labels * predictions).sum()\n", "print(number_correct)\n", "\n", "# Calculate the proportion of correct predictions\n", "proportion_correct = number_correct / predictions.shape[0]\n", "print(proportion_correct)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification with Keras\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build a neural network\n", "We will use the Keras library to create neural networks and to train these neural networks to classify images. These models will all be of the `Sequential` type, meaning that the outputs of one layer are provided as inputs only to the next layer.\n", "\n", "In this exercise, you will create a neural network with `Dense` layers, meaning that each unit in each layer is connected to all of the units in the previous layer. For example, each unit in the first layer is connected to all of the pixels in the input images. The `Dense` layer object receives as arguments the number of units in that layer, and the activation function for the units. For the first layer in the network, it also receives an `input_shape` keyword argument." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense (Dense) (None, 10) 7850 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, 10) 110 \n", "_________________________________________________________________\n", "dense_2 (Dense) (None, 3) 33 \n", "=================================================================\n", "Total params: 7,993\n", "Trainable params: 7,993\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense\n", "\n", "# Initializes a sequential model\n", "model = Sequential()\n", "\n", "# First layer\n", "model.add(Dense(10, activation='relu', input_shape=(784, )))\n", "\n", "# Second layer\n", "model.add(Dense(10, activation='relu'))\n", "\n", "# Output layer\n", "model.add(Dense(3, activation='softmax'))\n", "\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compile a neural network\n", "Once you have constructed a model in Keras, the model needs to be compiled before you can fit it to data. This means that you need to specify the optimizer that will be used to fit the model and the loss function that will be used in optimization. Optionally, you can also specify a list of metrics that the model will keep track of. For example, if you want to know the classification accuracy, you will provide the list `['accuracy']` to the `metrics` keyword argument." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Compile the model\n", "model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting a neural network model to clothing data\n", "In this exercise, you will fit the fully connected neural network that you constructed in the previous exercise to image data. The training data is provided as two variables: `train_data` that contains the pixel data for 50 images of the three clothing classes and `train_labels`, which contains one-hot encoded representations of the labels for each one of these 50 images. Transform the data into the network's expected input and then fit the model on training data and training labels." ] }, { "cell_type": "code", "execution_count": 9, "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": 10, "metadata": {}, "outputs": [], "source": [ "# Reshape the data to two-dimensional array\n", "train_data = train_data.reshape((50, 784))\n", "\n", "# Fit the model\n", "model.fit(train_data, train_labels, validation_split=0.2, epochs=20, verbose=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation for neural network evaluation\n", "To evaluate the model, we use a separate test data-set. As in the train data, the images in the test data also need to be reshaped before they can be provided to the fully-connected network because the network expects one column per pixel in the input." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 621us/step - loss: 0.1214 - accuracy: 0.9000\n" ] }, { "data": { "text/plain": [ "[0.12138253450393677, 0.8999999761581421]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reshape test data\n", "test_data = test_data.reshape((10, 784))\n", "\n", "# Evaluate the model\n", "model.evaluate(test_data, test_labels)" ] } ], "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 }