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.pixel.statistics; 031 032import org.openimaj.image.FImage; 033import org.openimaj.image.MBFImage; 034import org.openimaj.math.statistics.distribution.MultidimensionalHistogram; 035 036 037/** 038 * An array of multidimensional histograms calculated from image pixels using a mask 039 * (assumes image is in 0-1 range) 040 * 041 * @author Jonathon Hare 042 * 043 */ 044public class MaskingBlockHistogramModel extends BlockHistogramModel { 045 private static final long serialVersionUID = 1L; 046 private FImage mask; 047 048 /** 049 * Construct with the given parameters 050 * @param mask the mask image 051 * @param blocks_x the number of blocks in the x-direction 052 * @param blocks_y the number of blocks in the y-direction 053 * @param nbins the number of bins in each dimension for the histograms 054 */ 055 public MaskingBlockHistogramModel(FImage mask, int blocks_x, int blocks_y, int... nbins) { 056 super(blocks_x, blocks_y, nbins); 057 058 this.mask = mask; 059 } 060 061 @Override 062 protected void accum(MBFImage im, int bx, int by) { 063 assert (im.numBands() == ndims); 064 065 MultidimensionalHistogram histogram = histograms[by][bx]; 066 int height = im.getHeight(); 067 int width = im.getWidth(); 068 069 int cols_per_block = width / blocks_x; 070 int startx = bx*cols_per_block; 071 int stopx = (1+bx)*cols_per_block; 072 073 int rows_per_block = height / blocks_y; 074 int starty = by*rows_per_block; 075 int stopy = (1+by)*rows_per_block; 076 077 if (stopx >= width) stopx = width; 078 if (stopy >= height) stopy = height; 079 080 for (int y=starty; y<stopy; y++) { 081 for (int x=startx; x<stopx; x++) { 082 if (mask.pixels[y][x] != 1) 083 continue; 084 085 int [] bins = new int[ndims]; 086 087 for (int i=0; i<ndims; i++) { 088 bins[i] = (int)(im.getBand(i).pixels[y][x] * (histogram.nbins[i])); 089 if (bins[i] >= histogram.nbins[i]) bins[i] = histogram.nbins[i] - 1; 090 } 091 092 int bin = 0; 093 for (int i=0; i<ndims; i++) { 094 int f = 1; 095 for (int j=0; j<i; j++) 096 f *= histogram.nbins[j]; 097 098 bin += f * bins[i]; 099 } 100 101 histogram.values[bin]++; 102 } 103 } 104 } 105}