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 X and Y gradient images. 037 * 038 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 039 */ 040public class NonMaximumSuppressionTangent implements ImageCombiner<FImage, FImage, FImage> { 041 042 /** 043 * Perform non-maximum suppression. 044 * 045 * @param dxImage 046 * x-gradients 047 * @param dyImage 048 * y-gradients 049 * @return non-maximum suppressed magnitude image. 050 */ 051 public static FImage computeSuppressed(FImage dxImage, FImage dyImage) { 052 return computeSuppressed(dxImage, dyImage, null); 053 } 054 055 /** 056 * Perform non-maximum suppression. 057 * 058 * @param dxImage 059 * x-gradients 060 * @param dyImage 061 * y-gradients 062 * @param magsOut 063 * an image with the same dimensions as dxImage and dyImage for 064 * holding the magnitudes before non-maximum suppression. May be 065 * <code>null</code>. 066 * @return non-maximum suppressed magnitude image. 067 */ 068 public static FImage computeSuppressed(FImage dxImage, FImage dyImage, FImage magsOut) { 069 final float[][] diffx = dxImage.pixels; 070 final float[][] diffy = dyImage.pixels; 071 final int width = dxImage.width; 072 final int height = dxImage.height; 073 074 final float[][] mag = magsOut == null ? new float[height][width] : magsOut.pixels; 075 076 for (int y = 0; y < height; y++) 077 for (int x = 0; x < width; x++) 078 mag[y][x] = (float) Math.sqrt(diffx[y][x] * diffx[y][x] + diffy[y][x] * diffy[y][x]); 079 080 final FImage outimg = new FImage(width, height); 081 final float[][] output = outimg.pixels; 082 083 for (int y = 1; y < height - 1; y++) { 084 for (int x = 1; x < width - 1; x++) { 085 int dx, dy; 086 087 if (diffx[y][x] > 0) 088 dx = 1; 089 else 090 dx = -1; 091 092 if (diffy[y][x] > 0) 093 dy = -1; 094 else 095 dy = 1; 096 097 float a1, a2, b1, b2, A, B, point, val; 098 if (Math.abs(diffx[y][x]) > Math.abs(diffy[y][x])) 099 { 100 a1 = mag[y][x + dx]; 101 a2 = mag[y - dy][x + dx]; 102 b1 = mag[y][x - dx]; 103 b2 = mag[y + dy][x - dx]; 104 A = (Math.abs(diffx[y][x]) - Math.abs(diffy[y][x])) * a1 + Math.abs(diffy[y][x]) * a2; 105 B = (Math.abs(diffx[y][x]) - Math.abs(diffy[y][x])) * b1 + Math.abs(diffy[y][x]) * b2; 106 point = mag[y][x] * Math.abs(diffx[y][x]); 107 if (point >= A && point > B) { 108 val = Math.abs(diffx[y][x]); 109 output[y][x] = val; 110 } 111 else { 112 val = 0; 113 output[y][x] = val; 114 } 115 } 116 else 117 { 118 a1 = mag[y - dy][x]; 119 a2 = mag[y - dy][x + dx]; 120 b1 = mag[y + dy][x]; 121 b2 = mag[y + dy][x - dx]; 122 A = (Math.abs(diffy[y][x]) - Math.abs(diffx[y][x])) * a1 + Math.abs(diffx[y][x]) * a2; 123 B = (Math.abs(diffy[y][x]) - Math.abs(diffx[y][x])) * b1 + Math.abs(diffx[y][x]) * b2; 124 point = mag[y][x] * Math.abs(diffy[y][x]); 125 if (point >= A && point > B) { 126 val = Math.abs(diffy[y][x]); 127 output[y][x] = val; 128 } 129 else { 130 val = 0; 131 output[y][x] = val; 132 } 133 } 134 } 135 } 136 137 return outimg; 138 } 139 140 /** 141 * Perform non-maximum suppression. 142 * 143 * @param dxImage 144 * x-gradients 145 * @param dyImage 146 * y-gradients 147 * @return non-maximum suppressed magnitude image. 148 * 149 * @see org.openimaj.image.combiner.ImageCombiner#combine(org.openimaj.image.Image, 150 * org.openimaj.image.Image) 151 */ 152 @Override 153 public FImage combine(FImage dxImage, FImage dyImage) { 154 return computeSuppressed(dxImage, dyImage); 155 } 156}