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.algorithm; 031 032import org.openimaj.image.FImage; 033import org.openimaj.image.processor.ImageProcessor; 034import org.openimaj.image.processor.SinglebandImageProcessor; 035 036/** 037 * An {@link ImageProcessor} that performs histogram equalisation (projecting 038 * the colours back into the image). 039 * 040 * @author David Dupplaw (dpd@ecs.soton.ac.uk) 041 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 042 * 043 * @created 31 Mar 2011 044 */ 045public class EqualisationProcessor implements SinglebandImageProcessor<Float, FImage> { 046 /** 047 * Equalise the colours in the image. Creates a histogram that contains as 048 * many bins as colours, equalises it, then back-projects it into an image. 049 * The resulting image has equalised values between 0 and 1. It assumes the 050 * image has already been normalised such that its values are also between 0 051 * and 1. 052 * 053 * It is assumed that there are 256 discrete grey-levels. 054 * 055 * @see "http://www.generation5.org/content/2004/histogramEqualization.asp" 056 */ 057 @Override 058 public void processImage(FImage image) { 059 // This will be a histogram of all intensities 060 final int[] hg = new int[256]; 061 062 // Create the histogram 063 for (int r = 0; r < image.height; r++) { 064 for (int c = 0; c < image.width; c++) { 065 final int i = Math.round(255 * image.pixels[r][c]); 066 hg[i]++; 067 } 068 } 069 070 // Create cumulative histogram 071 for (int i = 1; i < 256; i++) { 072 hg[i] += hg[i - 1]; 073 } 074 075 // The assumption is that the max value will be 1 076 final float alpha = 255f / (image.getWidth() * image.getHeight()); 077 078 // Back-project into the new image 079 for (int r = 0; r < image.height; r++) { 080 for (int c = 0; c < image.width; c++) { 081 final int i = Math.round(255 * image.pixels[r][c]); 082 image.pixels[r][c] = Math.round(hg[i] * alpha) / 255.0f; 083 } 084 } 085 } 086}