{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Edge Detection with OpenCV**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we will cover the following topics related to edge detection with OpenCV\n", "\n", "1. Laplacian edge detection\n", "2. Sobel edge detection\n", "3. Canny edge detection\n", "4. Contour identification\n", "5. Bounding box creation\n", "\n", "Edge detection is needed to detect objects in a picture. An edge is mathematically defined as a distinct change in pixel value. \n", "\n", "Note the edge can be identified by derivatives\n", "![Pre derivative](images/prederivative.png)\n", "\n", "The first derivative or slope will have the highest value at the point of the edge. Sobel Filters use this concept to identify edges.\n", "![First derivative](images/first_derivative.png)\n", "\n", "The second derivative will be 0 at the edge. Laplacian uses the second derivative to identify the edge.\n", "![Second Derivative](images/second_derivative.png)\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import cv2 as cv2\n", "\n", "\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "\n", "#Routine to fix \n", "def fixColor(image):\n", " return(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = cv2.imread(\"images/devices_small.jpg\")\n", "image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", "\n", "plt.imshow(fixColor(image))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Laplacian" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Laplacian involves calculating the double derivative of pixel values. In an ideal scenario the edge the first derivative is highest and the second derivative is 0. This is the fundamental idea behind Laplacian edge detection.\n", "\n", "The laplacian use a 64 bit float representation as opposed to an 8-bit representation used for images before. This is because edges definations can be +ve (black-white) and -ve (white-black). 8-bit representation is no longer sufficient." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lap = cv2.Laplacian(image, cv2.CV_64F)\n", "lap = np.uint8(np.absolute(lap))\n", "plt.imshow(fixColor(lap))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sobel " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sobel filters involve a matrix convolution that gives the approximate derivative and therefore gradient. These filters are applied both horizontally and vertically." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sobelX = cv2.Sobel(image, cv2.CV_64F, 1, 0)\n", "sobelY = cv2.Sobel(image, cv2.CV_64F, 0, 1)\n", "sobelX = np.uint8(np.absolute(sobelX))\n", "sobelY = np.uint8(np.absolute(sobelY))\n", "sobelCombined = cv2.bitwise_or(sobelX, sobelY)\n", "titles = ['Original Image', 'Combined',\n", " 'Sobel X', 'Sobel Y']\n", "images = [image, sobelCombined, sobelX, sobelY]\n", "for i in range(4):\n", " plt.subplot(2,2,i+1),plt.imshow(images[i],'gray')\n", " plt.title(titles[i])\n", " plt.xticks([]),plt.yticks([])\n", "plt.show()" ] }, { "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(fixColor(sobelCombined))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Canny Edge Detector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Canny edge detector is a multi-step process. It involves blurring the image to remove noise, computing Sobel \n", "gradient images in the x and y direction, suppressing edges, and finally a hysteresis thresholding stage that \n", "determines if a pixel is “edge-like” or not.\n", "\n", "1. Gaussian blur to remove noise\n", "2. Compute the Sobel gradients along the x (Gx) and y (Gy) directions. The final gradient and angle are calculated by the formulae below\n", "![Gradient Calculation](images/canny_sobel_formula.png)\n", "3. After getting gradient magnitude and direction, a full scan of image is done to remove any unwanted pixels which may not constitute the edge. For this, at every pixel, pixel is checked if it is a local maximum in its neighborhood in the direction of gradient.\n", "4. This stage decides which are all edges are really edges and which are not. For this, we need two threshold values, minVal and maxVal. Any edges with intensity gradient more than maxVal are sure to be edges and those below minVal are sure to be non-edges, so discarded. Those who lie between these two thresholds are classified edges or non-edges based on their connectivity. If they are connected to \"sure-edge\" pixels, they are considered to be part of edges. Otherwise, they are also discarded. See the image below:\n", "\n", "![Gradient Calculation](images/canny_hysteresis.png)\n", "The edge A is above the maxVal, so considered as \"sure-edge\". Although edge C is below maxVal, it is connected to edge A, so that also considered as valid edge and we get that full curve. But edge B, although it is above minVal and is in same region as that of edge C, it is not connected to any \"sure-edge\", so that is discarded. So it is very important that we have to select minVal and maxVal accordingly to get the correct result.\n", "\n", "This stage also removes small pixels noises on the assumption that edges are long lines." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = cv2.imread(\"images/devices_small.jpg\")\n", "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", "blurred = cv2.GaussianBlur(gray, (5, 5), 0)\n", "plt.imshow(fixColor(blurred))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "canny = cv2.Canny(blurred, 30, 300)\n", "plt.imshow(fixColor(canny))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "(cnts, _) = cv2.findContours(canny.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "coins = image.copy()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[152, 159, 162],\n", " [153, 160, 163],\n", " [154, 161, 164],\n", " ...,\n", " [200, 205, 208],\n", " [201, 208, 211],\n", " [205, 212, 215]],\n", "\n", " [[154, 161, 164],\n", " [156, 163, 166],\n", " [156, 163, 166],\n", " ...,\n", " [205, 210, 213],\n", " [204, 211, 214],\n", " [206, 213, 216]],\n", "\n", " [[154, 161, 164],\n", " [156, 163, 166],\n", " [157, 164, 167],\n", " ...,\n", " [205, 210, 213],\n", " [209, 214, 217],\n", " [212, 217, 220]],\n", "\n", " ...,\n", "\n", " [[185, 192, 195],\n", " [187, 194, 197],\n", " [185, 192, 195],\n", " ...,\n", " [213, 216, 220],\n", " [214, 219, 222],\n", " [212, 217, 220]],\n", "\n", " [[177, 184, 187],\n", " [182, 189, 192],\n", " [186, 193, 196],\n", " ...,\n", " [211, 216, 219],\n", " [213, 218, 221],\n", " [213, 218, 221]],\n", "\n", " [[180, 187, 190],\n", " [185, 192, 195],\n", " [187, 194, 197],\n", " ...,\n", " [209, 214, 217],\n", " [210, 215, 218],\n", " [212, 217, 220]]], dtype=uint8)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv2.drawContours(coins, cnts, -1, (255, 0, 0), 2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(fixColor(coins))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also add a bounding box around each contour by using the bounding rect function." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for cnt in cnts:\n", " x,y,w,h = cv2.boundingRect(cnt)\n", " cv2.rectangle(coins,(x,y),(x+w,y+h),(0,255,0),2)\n", "\n", "plt.imshow(fixColor(coins))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**References**\n", "1. https://docs.opencv.org/master/da/d22/tutorial_py_canny.html\n", "2. https://docs.opencv.org/3.4/d2/d2c/tutorial_sobel_derivatives.html\n", "3. https://docs.opencv.org/3.4/d5/db5/tutorial_laplace_operator.html" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "tensorflow2", "language": "python", "name": "tensorflow2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }