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.feature.global; 031 032import org.openimaj.feature.DoubleFV; 033import org.openimaj.feature.FeatureVectorProvider; 034import org.openimaj.image.FImage; 035import org.openimaj.image.MBFImage; 036import org.openimaj.image.analyser.ImageAnalyser; 037import org.openimaj.image.mask.AbstractMaskedObject; 038 039/** 040 * Extract the average brightness of an image. Brightness can be computed in a 041 * number of different ways, depending on the chosen {@link Mode}. 042 * 043 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 044 */ 045public class AvgBrightness extends AbstractMaskedObject<FImage> 046 implements 047 ImageAnalyser<MBFImage>, 048 FeatureVectorProvider<DoubleFV> 049{ 050 /** 051 * Modes for computing brightness. 052 * 053 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 054 * 055 */ 056 public enum Mode { 057 /** 058 * Luminance using the NTSC weighting scheme (equivalent to the Y in the 059 * YUV colour space) 060 */ 061 NTSC_LUMINANCE { 062 @Override 063 public double computeBrightness(MBFImage image, FImage mask) { 064 final FImage R = image.getBand(0); 065 final FImage G = image.getBand(1); 066 final FImage B = image.getBand(2); 067 068 double brightness = 0; 069 070 if (mask != null) { 071 for (int y = 0; y < R.height; y++) { 072 for (int x = 0; x < R.width; x++) { 073 if (mask.pixels[y][x] == 1) 074 brightness += (0.299f * R.pixels[y][x] + 0.587f * G.pixels[y][x] + 0.114f * B.pixels[y][x]); 075 } 076 } 077 } else { 078 for (int y = 0; y < R.height; y++) 079 for (int x = 0; x < R.width; x++) 080 brightness += (0.299f * R.pixels[y][x] + 0.587f * G.pixels[y][x] + 0.114f * B.pixels[y][x]); 081 } 082 083 return brightness / (R.height * R.width); 084 } 085 }; 086 087 /** 088 * Compute the average brightness of the given image (applying the mask 089 * if it's not <code>null</code>). 090 * 091 * @param img 092 * the image to extract the average brightness from 093 * @param mask 094 * the mask 095 * @return the average brightness 096 */ 097 public abstract double computeBrightness(MBFImage img, FImage mask); 098 } 099 100 private Mode mode; 101 private double brightness; 102 103 /** 104 * Construct with the NTSC_LUMINANCE mode and no mask set 105 */ 106 public AvgBrightness() { 107 this(Mode.NTSC_LUMINANCE, null); 108 } 109 110 /** 111 * Construct with the given mode and no mask set 112 * 113 * @param mode 114 * the {@link Mode} 115 */ 116 public AvgBrightness(Mode mode) { 117 this(mode, null); 118 } 119 120 /** 121 * Construct with the given mode and a mask. 122 * 123 * @param mode 124 * the {@link Mode} 125 * @param mask 126 * the mask. 127 */ 128 public AvgBrightness(Mode mode, FImage mask) { 129 super(mask); 130 131 this.mode = mode; 132 } 133 134 @Override 135 public void analyseImage(MBFImage image) { 136 brightness = mode.computeBrightness(image, mask); 137 } 138 139 /** 140 * Get the brightness. 141 * 142 * @return the brightness 143 */ 144 public double getBrightness() { 145 return brightness; 146 } 147 148 @Override 149 public DoubleFV getFeatureVector() { 150 return new DoubleFV(new double[] { brightness }); 151 } 152}