{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Pooling with `pooling_image`\n", "\n", "This section introduces the `pooling_image` function, which is designed to reduce the size of images while retaining important visual features. Pooling is achieved by dividing the image into non-overlapping windows and applying a specified pooling function, such as mean, max, or min, to each window.\n", "\n", "We will demonstrate how to use the `pooling_image` function with both grayscale and RGB images, showcasing various pooling methods and window sizes to meet your image processing needs. Let’s dive in!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing Necessary Libraries\n", "First, we will need to import the necessary libraries and load a grayscale and color (RGB) image to manipulate. We will use [`matplotlib`](https://matplotlib.org/stable/api/pyplot_summary.html) to display images and [`numpy`](https://numpy.org/) for array manipulations." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage import data\n", "from sharpedge import pooling_image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing Your Image\n", "\n", "We'll define the sample images from [`skimage` library](https://scikit-image.org/docs/stable/api/skimage.html). The grayscale image used is the [`moon` image](https://scikit-image.org/docs/stable/api/skimage.data.html#skimage.data.moon),and the RGB image used is the [`coffee` image](https://scikit-image.org/docs/stable/api/skimage.data.html#skimage.data.coffee)\n", "\n", "### Example 1: Grayscale Image" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grayscale_img = data.moon()\n", "\n", "# Display the image\n", "plt.imshow(grayscale_img, cmap=\"gray\")\n", "plt.title(\"Moon\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Moon gray image in 2D: (512, 512)\n", "[[116 116 122 ... 93 96 96]\n", " [116 116 122 ... 93 96 96]\n", " [116 116 122 ... 93 96 96]\n", " ...\n", " [109 109 112 ... 117 116 116]\n", " [114 114 113 ... 118 118 118]\n", " [114 114 113 ... 118 118 118]]\n" ] } ], "source": [ "# Display shape and exact numpy array\n", "print(f'Moon gray image in 2D: {np.shape(grayscale_img)}')\n", "print(grayscale_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: RGB Image" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the coffee color image from scikit-image\n", "rgb_img = data.coffee()\n", "\n", "# Display the image\n", "plt.imshow(rgb_img)\n", "plt.title(\"Coffee Color Image\")\n", "plt.axis('off') \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coffee color image in 3D: (400, 600, 3)\n", "First 3 rows and 3 columns (RGB values) of the coffee color image:\n", "[[[21 13 8]\n", " [21 13 9]\n", " [20 11 8]]\n", "\n", " [[21 13 7]\n", " [21 13 9]\n", " [20 14 7]]\n", "\n", " [[21 14 7]\n", " [23 13 10]\n", " [20 14 9]]]\n" ] } ], "source": [ "# Display shape and exact numpy array\n", "print(f'Coffee color image in 3D: {np.shape(rgb_img)}')\n", "print(f\"First 3 rows and 3 columns (RGB values) of the coffee color image:\\n{rgb_img[:3, :3]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Applying the `pooling_image` Function\n", "We can now apply the `pooling_image` function to perform pooling on grayscale and RGB images. You can customize the window size and pooling method.\n", "\n", "### Apply Mean Pooling to the Grayscale Image\n", "Let's apply pooling to the grayscale image using a 8Ă—8 window and the `mean` pooling method for this example." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The original shape of the image was:(512, 512)\n", "The new shape of the image is: (64, 64)\n" ] } ], "source": [ "# Apply pooling to the grayscale image\n", "pooled_grayscale_img = pooling_image(grayscale_img, window_size=8, pooling_method=np.mean)\n", "\n", "plt.imshow(pooled_grayscale_img, cmap='gray') \n", "plt.title('Pooled Grayscale Image (Mean Pooling)')\n", "plt.axis('off') \n", "plt.show()\n", "\n", "print(f'The original shape of the image was:{np.shape(grayscale_img)}') \n", "print(f'The new shape of the image is: {np.shape(pooled_grayscale_img)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply Median Pooling to the RGB Image\n", "Next, let's apply the `median` pooling method to the RGB image, which will reduce its size. We'll use a window size of 10x10 for this example." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The original shape of the image was:(400, 600, 3)\n", "The new shape of the image is: (40, 60, 3)\n" ] } ], "source": [ "# Apply pooling to the RGB image\n", "pooled_rgb_img = pooling_image(rgb_img, window_size=10, pooling_method=np.median)\n", "\n", "plt.imshow(pooled_rgb_img) \n", "plt.title('Pooled RGB Image (Median Pooling)')\n", "plt.axis('off') \n", "plt.show()\n", "\n", "print(f'The original shape of the image was:{np.shape(rgb_img)}') \n", "print(f'The new shape of the image is: {np.shape(pooled_rgb_img)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply Min Pooling to the Grayscale Image\n", "\n", "Next, let's apply the `min` pooling method to the grayscale image, which will reduce its size. We'll use a window size of 16x16 for this example." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The original shape of the image was:(512, 512)\n", "The new shape of the image is: (32, 32)\n" ] } ], "source": [ "pooled_grayscale_img2 = pooling_image(grayscale_img, window_size=16, pooling_method=np.min)\n", "\n", "plt.imshow(pooled_grayscale_img2, cmap='gray') \n", "plt.title('Pooled Grayscale Image (Min Pooling)')\n", "plt.axis('off') \n", "plt.show()\n", "\n", "print(f'The original shape of the image was:{np.shape(grayscale_img)}') \n", "print(f'The new shape of the image is: {np.shape(pooled_grayscale_img2)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply Max Pooling to the RGB Image\n", "\n", "Finally, let's apply the `max` pooling method to the RGB image, which will reduce its size. We'll use a window size of 25x25 for this example." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The original shape of the image was:(400, 600, 3)\n", "The new shape of the image is: (16, 24, 3)\n" ] } ], "source": [ "# Apply pooling to the RGB image\n", "pooled_rgb_img2 = pooling_image(rgb_img, window_size=25, pooling_method=np.max)\n", "\n", "plt.imshow(pooled_rgb_img2) \n", "plt.title('Pooled RGB Image (Max Pooling)')\n", "plt.axis('off') \n", "plt.show()\n", "\n", "print(f'The original shape of the image was:{np.shape(rgb_img)}') \n", "print(f'The new shape of the image is: {np.shape(pooled_rgb_img2)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Congratulations! You have successfully learnt how to use the `pooling_image` function to use pooling methods on grayscale and RGB images. Feel free to test the function out on your own images to explore the full potential of image pooling!" ] } ], "metadata": { "kernelspec": { "display_name": "524ind", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 4 }