{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from skimage.io import imread\n", "from skimage.color import rgb2gray\n", "import matplotlib.pyplot as plt\n", "\n", "input_pixels = np.array(rgb2gray(imread('resources/city.jpg'))*256, dtype=np.uint8)\n", "plt.axis(\"off\")\n", "plt.imshow(input_pixels, cmap=\"gray\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The operator uses two 3×3 kernels which are convolved with the original image to calculate approximations of the derivatives – one for horizontal changes, and one for vertical. If we define A as the source image, and Gx and Gy are two images which at each point contain the horizontal and vertical derivative approximations respectively, the computations are as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "kernel_horizontal = np.array([[-1, 0, 1], \n", " [-2, 0, 2], \n", " [-1, 0, 1]], dtype = np.float)\n", "\n", "kernel_vertical = np.array([[1, 2, 1], \n", " [0, 0, 0], \n", " [-1, -2, -1]], dtype = np.float)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from scipy import signal\n", "\n", "Gx = signal.convolve2d(input_pixels, kernel_horizontal, boundary='symm', mode='same')\n", "Gy = signal.convolve2d(input_pixels, kernel_vertical, boundary='symm', mode='same')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "gradient_magnitude = np.sqrt(Gx * Gx + Gy * Gy)\n", "# gradient_magnitude *= 255.0 / np.max(gradient_magnitude)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(gradient_magnitude, cmap=\"gray\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 2 }