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}