{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import cv2\n", "import math\n", "import numpy as np\n", "from scipy.signal import convolve2d\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# edge detection" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 2 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "img = cv2.imread('sheep.png')[:,:,::-1]\n", "plt.imshow(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# sobel filter" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 3 }, { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "kx = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]) / 4\n", "ky = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]]) / 4\n", "\n", "grey = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", "\n", "blur = convolve2d(grey, np.array([[1, 1, 1], [1, 1, 1], [1, 1, 1]]) / 9)\n", "\n", "dx = convolve2d(blur, kx)\n", "dy = convolve2d(blur, ky)\n", "\n", "x = np.concatenate((dx, dy), axis=1)\n", "\n", "plt.imshow(x)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 4 }, { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "kx = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]) / 4\n", "ky = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]]) / 4\n", "\n", "grey = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", "\n", "blur = convolve2d(grey, np.array([[1, 1, 1], [1, 1, 1], [1, 1, 1]]) / 9)\n", "\n", "dx_grey = convolve2d(grey, kx)\n", "dy_grey = convolve2d(grey, ky)\n", "\n", "dx_blur = convolve2d(blur, kx)\n", "dy_blur = convolve2d(blur, ky)\n", "\n", "dx = np.concatenate((dx_grey, dx_blur[1:-1, 1:-1]), axis=1)\n", "dy = np.concatenate((dy_grey, dy_blur[1:-1, 1:-1]), axis=1)\n", "\n", "x = np.sqrt(dx**2 + dy**2) > 20\n", "plt.imshow(x)" ] }, { "source": [ "# canny filter" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 5 }, { "output_type": "display_data", "data": { "text/plain": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "img = cv2.imread('sheep.png')\n", "edges = cv2.Canny(img, 150, 220)\n", "plt.imshow(edges)" ] } ], "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": "3.8.4-final" } }, "nbformat": 4, "nbformat_minor": 4 }