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.analysis.algorithm.histogram.binning; 031 032import org.openimaj.image.analysis.algorithm.histogram.WindowedHistogramExtractor; 033import org.openimaj.image.pixel.sampling.RectangleSampler; 034import org.openimaj.math.geometry.shape.Rectangle; 035import org.openimaj.math.statistics.distribution.Histogram; 036 037/** 038 * A {@link SpatialBinningStrategy} that extracts histograms from a number of 039 * equally-sized, non-overlapping within the sample region and concatenates them 040 * together. Each sub-histogram is L2 normalised. 041 * 042 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 043 * 044 */ 045public class SimpleBlockStrategy implements SpatialBinningStrategy { 046 int numBlocksX; 047 int numBlocksY; 048 049 /** 050 * Construct with the given number of blocks in both the x and y directions. 051 * 052 * @param numBlocks 053 * number of blocks in each direction 054 */ 055 public SimpleBlockStrategy(int numBlocks) { 056 this(numBlocks, numBlocks); 057 } 058 059 /** 060 * Construct with the given number of blocks in the x and y directions. 061 * 062 * @param numBlocksX 063 * number of blocks in the x directions 064 * @param numBlocksY 065 * number of blocks in the y directions 066 */ 067 public SimpleBlockStrategy(int numBlocksX, int numBlocksY) { 068 this.numBlocksX = numBlocksX; 069 this.numBlocksY = numBlocksY; 070 } 071 072 @Override 073 public Histogram extract(WindowedHistogramExtractor binnedData, Rectangle region, Histogram output) { 074 final float dx = region.width / numBlocksX; 075 final float dy = region.height / numBlocksY; 076 final int blockSize = binnedData.getNumBins(); 077 078 if (output == null || output.values.length != blockSize * numBlocksX * numBlocksY) 079 output = new Histogram(blockSize * numBlocksX * numBlocksY); 080 081 final RectangleSampler rs = new RectangleSampler(region, dx, dy, dx, dy); 082 int block = 0; 083 final Histogram tmp = new Histogram(blockSize); 084 085 for (final Rectangle r : rs) { 086 binnedData.computeHistogram(r, tmp); 087 tmp.normaliseL2(); 088 089 System.arraycopy(tmp.values, 0, output.values, blockSize * block, blockSize); 090 block++; 091 } 092 093 return output; 094 } 095}