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;
034
035/**
036 * An {@link ImageProcessor} that computes the mean of the image's pixels
037 * and subtracts the mean from all pixels.
038 * 
039 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk)
040 */
041public class MeanCenter implements ImageProcessor<FImage> {
042
043        @Override
044        public void processImage(FImage image) {
045                final int width = image.width;
046                final int height = image.height;
047                final float[][] data = image.pixels;
048                
049                image.subtractInplace(patchMean(data, 0, 0, width, height));
050        }
051        
052        /**
053         * same as {@link #patchMean(float[][], int, int, int, int)} but the width and height are taken from data[0].length and data.length
054         * @param data
055         * @return the patch mean
056         */
057        public static final float patchMean(final float[][] data){
058                return patchMean(data, 0, 0, data.length > 0 && data[0]!=null ? data[0].length : 0, data.length);
059        }
060        /**
061         * Finds the mean value of a sub-patch of a 2D float array.
062         * @param data the array
063         * @param x the location of the sub-patch
064         * @param y the location of the sub-patch
065         * @param width sub-patch width
066         * @param height sub-patch height
067         * @return the mean value
068         */
069        public static final float patchMean(final float[][] data, final int x, final int y, final int width, final int height) {
070                float accum = 0;
071                
072                final int endX = width + x;
073                final int endY = height + y;
074                
075                for (int yy=y; yy<endY; yy++) {
076                        for (int xx=x; xx<endX; xx++) {
077                                accum += data[yy][xx];
078                        }
079                }
080                
081                float mean = accum / (float)(width * height);
082                return mean;
083        }
084}