001/** 002 * Copyright (c) 2011, The University of Southampton and the individual contributors. 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without modification, 006 * are permitted provided that the following conditions are met: 007 * 008 * * Redistributions of source code must retain the above copyright notice, 009 * this list of conditions and the following disclaimer. 010 * 011 * * Redistributions in binary form must reproduce the above copyright notice, 012 * this list of conditions and the following disclaimer in the documentation 013 * and/or other materials provided with the distribution. 014 * 015 * * Neither the name of the University of Southampton nor the names of its 016 * contributors may be used to endorse or promote products derived from this 017 * software without specific prior written permission. 018 * 019 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND 020 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED 021 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 022 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR 023 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES 024 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; 025 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON 026 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT 027 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 028 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 029 */ 030package org.openimaj.image.processing.edges; 031 032import org.openimaj.image.FImage; 033import org.openimaj.image.combiner.ImageCombiner; 034 035/** 036 * Non-maximum suppression using magnitude and orientation images. 037 * 038 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 039 */ 040public class NonMaximumSuppression implements ImageCombiner<FImage, FImage, FImage> { 041 /** 042 * Perform non-maximum suppression. 043 * 044 * @param mag Gradient magnitudes 045 * @param ori Gradient orientations 046 * @return non-maximum suppressed magnitude image. 047 */ 048 public static FImage computeSuppressed(FImage mag, FImage ori) { 049 int height = mag.getHeight(), width = mag.getWidth(); 050 051 FImage suppressed = new FImage(width, height); 052 053 float p8 = (float) (Math.PI / 8.0); 054 055 //Compute max suppresion 056 for (int y=1; y<height-1; y++) { 057 for (int x=1; x<width-1; x++) { 058 if (mag.pixels[y][x] > 0) { 059 float t = (float) (ori.pixels[y][x] - Math.PI/2); //angle of edge in -pi to pi 060 061 if ((t>=-p8 && t<=p8) || (t<=-7*p8 || t>=7*p8)) { //zero degrees or 180 degrees 062 if (mag.pixels[y][x] > mag.pixels[y+1][x] && mag.pixels[y][x] >= mag.pixels[y-1][x]) { 063 suppressed.pixels[y][x] = mag.pixels[y][x]; 064 } 065 } else if ((t>=3*p8 && t<=5*p8) || (t>=-5*p8 && t<=-3*p8)) { //+/-90 degrees 066 if (mag.pixels[y][x] >= mag.pixels[y][x+1] && mag.pixels[y][x] > mag.pixels[y][x-1]) { 067 suppressed.pixels[y][x] = mag.pixels[y][x]; 068 } 069 } else if ((t>=p8 && t<=3*p8) || (t>=-7*p8 && t<=-5*p8)) { //+45 degrees or -135 degrees 070 if (mag.pixels[y][x] > mag.pixels[y+1][x-1] && mag.pixels[y][x] >= mag.pixels[y-1][x+1]) { 071 suppressed.pixels[y][x] = mag.pixels[y][x]; 072 } 073 } else { 074 if (mag.pixels[y][x] > mag.pixels[y-1][x-1] && mag.pixels[y][x] >= mag.pixels[y+1][x+1]) { 075 suppressed.pixels[y][x] = mag.pixels[y][x]; 076 } 077 } 078 } 079 } 080 } 081 082 return suppressed; 083 } 084 085 /** 086 * Perform non-maximum suppression. 087 * 088 * @param mag Gradient magnitudes 089 * @param ori Gradient orientations 090 * @return non-maximum suppressed magnitude image. 091 * 092 * @see org.openimaj.image.combiner.ImageCombiner#combine(org.openimaj.image.Image, org.openimaj.image.Image) 093 */ 094 @Override 095 public FImage combine(FImage mag, FImage ori) { 096 return computeSuppressed(mag, ori); 097 } 098}