diff --git a/RGB Edge Detection/Untitled(1).ipynb b/RGB Edge Detection/Untitled(1).ipynb new file mode 100644 index 0000000..9bd792b --- /dev/null +++ b/RGB Edge Detection/Untitled(1).ipynb @@ -0,0 +1,499 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy, scipy, scipy.ndimage\n", + "from scipy.ndimage import filters\n", + "from scipy.ndimage import measurements\n", + "from numpy import *\n", + "import cv2 as cv\n", + "import sys\n", + "from pylab import *\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import imageio" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "## nonmaximum suppression\n", + "# Gm: gradient magnitudes\n", + "# Gd: gradient directions, -pi/2 to +pi/2\n", + "# return: nms, gradient magnitude if local max, 0 otherwise\n", + "def nonmaxsupress(Gm, Gd, th=1.0):\n", + " nms = zeros(Gm.shape, Gm.dtype) \n", + " h,w = Gm.shape \n", + " for x in range(1, w-1):\n", + " for y in range(1, h-1): \n", + " mag = Gm[y,x]\n", + " if mag < th: continue \n", + " teta = Gd[y,x] \n", + " dx, dy = 0, -1 # abs(orient) >= 1.1781, teta < -67.5 degrees and teta > 67.5 degrees\n", + " if abs(teta) <= 0.3927: dx, dy = 1, 0 # -22.5 <= teta <= 22.5\n", + " elif teta < 1.1781 and teta > 0.3927: dx, dy = 1, 1 # 22.5 < teta < 67.5 degrees\n", + " elif teta > -1.1781 and teta < -0.3927: dx, dy = 1, -1 # -67.5 < teta < -22.5 degrees \n", + " if mag > Gm[y+dy,x+dx] and mag > Gm[y-dy,x-dx]: nms[y,x] = mag \n", + " return nms" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def hysteresisThreshold(nms, thLow, thHigh, binaryEdge = True):\n", + " print(\"hysteresis\")\n", + " labels, n = measurements.label(nms > thLow, structure=ones((3,3)))\n", + " for i in range(1, n):\n", + " upper = amax(nms[labels==i])\n", + " if upper < thHigh: labels[labels==i] = 0\n", + " if binaryEdge: return 255*(labels>0) \n", + " else: return nms*(labels>0)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def detect_rgb(image, thLow, thHigh, gtype=0, binaryEdge=True):\n", + " print(\"dete_rgb\")\n", + " Gm, Gd = rgb_gradient(image, gtype) \n", + " #print 'Gm max:', Gm.max(), mean(Gm)\n", + " nms = nonmaxsupress(Gm, Gd, th=1.0)\n", + " print(type(nms))\n", + " #fr = getFractile(nms, th=1.0, fraction=0.50, bins=255)\n", + " #print 'Fractile:', fr, thLow, thHigh\n", + " edge = hysteresisThreshold(nms, thLow, thHigh, binaryEdge)\n", + " return edge, nms" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "def gradient(image, type=0):\n", + " print(\"gradinet\")\n", + " if type==0:\n", + " Ix = filters.sobel(image, axis=1)\n", + " Iy = filters.sobel(image, axis=0)\n", + " return Ix, Iy\n", + " else:\n", + " Ix = filters.prewitt(image, axis=1)\n", + " Iy = filters.prewitt(image, axis=0)\n", + " return Ix, Iy" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# gradient magnitudes and directions of a grayscale image, Gd: [-pi/2, +pi/2]\n", + "def gray_gradient(image):\n", + " print(\"gray_gra\")\n", + " Gx, Gy = gradient(image)\n", + " Gm = sqrt(Gx**2+Gy**2)\n", + " Gd = arctan2(Gy, Gx) \n", + " Gd[Gd > 0.5*numpy.pi] -= numpy.pi\n", + " Gd[Gd < -0.5*numpy.pi] += numpy.pi\n", + " return Gm, Gd" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# maximum gradient for each pixel in all the channels\n", + "def multi_gradient_max(imgs):\n", + " print(\"multi_grad_max\")\n", + " N=len(imgs) \n", + " Gm,Gd = gray_gradient(imgs[0])\n", + " for i in range(1, N):\n", + " Gm2, Gd2 = gray_gradient(imgs[i]) \n", + " ind= Gm2>Gm\n", + " Gm[ind] = Gm2[ind] \n", + " Gd[ind] = Gd2[ind]\n", + " return Gm, Gd" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# gradient magnitude from an RGB image\n", + "# type: 0 (color tensor), else (max)\n", + "def rgb_gradient(image, gtype=0, sigma=0.5):\n", + " print(\"rgb_grad\")\n", + " r = image[:,:,0].astype('float32')\n", + " g = image[:,:,1].astype('float32')\n", + " b = image[:,:,2].astype('float32')\n", + " \n", + " imgs=[]\n", + " imgs.append(r)\n", + " imgs.append(g)\n", + " imgs.append(b)\n", + " \n", + " if gtype == 0:\n", + " return multi_gradient(imgs, sigma)\n", + " else:\n", + " return multi_gradient_max(imgs)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img = imageio.imread('lena4.jpg')\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sigma = .2\n", + "image = scipy.ndimage.filters.gaussian_filter(img, sigma)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dete_rgb\n", + "rgb_grad\n", + "multi_grad_max\n", + "gray_gra\n", + "gradinet\n", + "gray_gra\n", + "gradinet\n", + "gray_gra\n", + "gradinet\n", + "\n", + "hysteresis\n" + ] + } + ], + "source": [ + "tlow = 10\n", + "thigh = 10\n", + "edge = detect_rgb(image, tlow, thigh, 1)\n", + "#plt.imshow(edge)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "edge1 = edge[0]\n", + "edge2 = edge[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img = imageio.imread('lena5.jpeg')\n", + "sigma = .2\n", + "image = scipy.ndimage.filters.gaussian_filter(img, sigma)\n", + "plt.imshow(image)\n", + "print(shape(image))\n", + "#edge = detect_gray(image, 100, 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "R = np.array(image[:, :, 0])\n", + "G = np.array(image[:, :, 1])\n", + "B = np.array(image[:, :, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "Y = 0.299*R + 0.587*G + 0.114*B " + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(Y)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "too many values to unpack (expected 2)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0medge\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdetect_gray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtlow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthigh\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36mdetect_gray\u001b[0;34m(image, thLow, thHigh, binaryEdge)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdetect_gray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthLow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthHigh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbinaryEdge\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mGm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgray_gradient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;31m#print 'Gm max:', Gm.max(), mean(Gm)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mnms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnonmaxsupress\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mGm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mgray_gradient\u001b[0;34m(image)\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# gradient magnitudes and directions of a grayscale image, Gd: [-pi/2, +pi/2]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgray_gradient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mGx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0mGm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mGx\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mGy\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mGd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marctan2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mGy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: too many values to unpack (expected 2)" + ] + } + ], + "source": [ + "edge = detect_gray(image, tlow, thigh)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "imageC = scipy.misc.imread(sys.argv[1])\n", + "scipy.misc.imshow(imageC)\n", + "# scipy.misc.title('input image'); scipy.misc.draw()\n", + "if len(imageC.shape)==2: gray()\n", + " \n", + "#image = scipy.misc.imread(sys.argv[1], True)\n", + "image = scipy.misc.imread(sys.argv[1], False)\n", + "print(type(image))\n", + "sigma = 2.0\n", + "image = scipy.ndimage.filters.gaussian_filter(image, sigma)\n", + "scipy.misc.imshow(imageC)\n", + "imgMax=image.max()\n", + "if imgMax > 255:\n", + " image *= (255.0/65535)\n", + " print('Image max value:', imgMax)\n", + " \n", + "tlow=100\n", + "thigh=200\n", + "if argc==4:\n", + " tlow=float(sys.argv[2])\n", + " thigh=float(sys.argv[3])\n", + " \n", + " #edge = detect_gray(image, tlow, thigh)\n", + "edge = detect_rgb(image, tlow, thigh, 1)\n", + "print(edge)\n", + " #edge = detect_rgb(image, 28, 57, 1)\n", + "scipy.misc.imshow(edge)\n", + "figure(); imshow(edge); gray()\n", + "show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import cv2\n", + "import matplotlib.pyplot as plt\n", + " \n", + "im = cv2.imread('lena5.png')\n", + "edges = cv2.Canny(im,25,255,L2gradient=False)\n", + "plt.imshow(edges,cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/RGB Edge Detection/lena4.jpg b/RGB Edge Detection/lena4.jpg new file mode 100644 index 0000000..0710428 Binary files /dev/null and b/RGB Edge Detection/lena4.jpg differ