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.dense.binarypattern; 031 032import gnu.trove.list.array.TIntArrayList; 033 034import org.openimaj.citation.annotation.Reference; 035import org.openimaj.citation.annotation.ReferenceType; 036import org.openimaj.feature.FloatFV; 037 038/** 039 * Class for extracting histograms of Local Uniform Binary Patterns. Uniform 040 * patterns have less than one 01 transition and one 01 transition when viewed 041 * as a circular buffer. 042 * 043 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 044 */ 045@Reference( 046 type = ReferenceType.Article, 047 author = { "Ojala, T.", "Pietikainen, M.", "Maenpaa, T." }, 048 title = "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns", 049 year = "2002", 050 journal = "Pattern Analysis and Machine Intelligence, IEEE Transactions on", 051 pages = { "971 ", "987" }, 052 month = "jul", 053 number = "7", 054 volume = "24", 055 customData = { 056 "doi", "10.1109/TPAMI.2002.1017623", 057 "ISSN", "0162-8828" 058 }) 059public class LocalUniformBinaryPatternHistogram { 060 protected int blocksize_x; 061 protected int blocksize_y; 062 FloatFV[][] histograms; 063 064 /** 065 * Construct the extractor with the given block size for each local patch. 066 * 067 * @param blocksize_x 068 * the width of the blocks 069 * @param blocksize_y 070 * the height of the blocks 071 */ 072 public LocalUniformBinaryPatternHistogram(int blocksize_x, int blocksize_y) { 073 this.blocksize_x = blocksize_x; 074 this.blocksize_y = blocksize_y; 075 } 076 077 /** 078 * Compute the histograms for the given pattern image, encoded with the 079 * given number of bits. 080 * 081 * @param patternImage 082 * the pattern data 083 * @param nbits 084 * the number of bits used to encode the patterns 085 */ 086 public void calculateHistograms(int[][] patternImage, int nbits) { 087 final int height = patternImage.length; 088 final int width = patternImage[0].length; 089 final TIntArrayList uniformPatterns = UniformBinaryPattern.getUniformPatterns(nbits); 090 091 histograms = new FloatFV[(int) Math.ceil((double) height / (double) blocksize_y)][(int) Math.ceil((double) width 092 / (double) blocksize_x)]; 093 094 for (int y = 0, j = 0; y < height; y += blocksize_y, j++) { 095 for (int x = 0, i = 0; x < width; x += blocksize_x, i++) { 096 histograms[j][i] = new FloatFV(uniformPatterns.size() + 1); 097 098 for (int yy = y; yy < Math.min(height, y + blocksize_y); yy++) { 099 for (int xx = x; xx < Math.min(width, x + blocksize_x); xx++) { 100 final int idx = uniformPatterns.indexOf(patternImage[yy][xx]); 101 102 histograms[j][i].values[idx + 1]++; 103 } 104 } 105 } 106 } 107 } 108 109 /** 110 * Get the histograms 111 * 112 * @return the histograms 113 */ 114 public FloatFV[][] getHistograms() { 115 return histograms; 116 } 117 118 /** 119 * Get the histograms as a single {@link FloatFV}. 120 * 121 * @return the histograms 122 */ 123 public FloatFV getHistogram() { 124 final int len = histograms[0][0].length(); 125 final FloatFV h = new FloatFV(histograms.length * histograms[0].length * len); 126 127 for (int j = 0; j < histograms.length; j++) { 128 for (int i = 0; i < histograms[0].length; i++) { 129 final int blkid = i + j * histograms[0].length; 130 System.arraycopy(histograms[j][i].values, 0, h.values, blkid * len, len); 131 } 132 } 133 134 return h; 135 } 136}