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 org.openimaj.citation.annotation.Reference;
033import org.openimaj.citation.annotation.ReferenceType;
034import org.openimaj.image.FImage;
035import org.openimaj.image.analyser.ImageAnalyser;
036import org.openimaj.image.pixel.Pixel;
037
038/**
039 * Implementation of the original 3x3 form of a local binary pattern.
040 * 
041 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk)
042 */
043@Reference(
044                type = ReferenceType.Article,
045                author = { "Ojala, T.", "Pietikainen, M.", "Harwood, D." },
046                title = "A Comparative Study of Texture Measures with Classification Based on Feature Distributions",
047                year = "1996",
048                journal = "Pattern Recognition",
049                pages = { "51", "59" },
050                month = "January",
051                number = "1",
052                volume = "29"
053        )
054public class BasicLocalBinaryPattern implements ImageAnalyser<FImage> {
055        protected int[][] pattern = null;
056        
057        /**
058         * Get the pattern created during the last call to
059         * {@link #analyseImage(FImage)}.
060         * 
061         * @return the pattern
062         */
063        public int[][] getPattern() {
064                return pattern;
065        }
066        
067        /**
068         * Calculate the LBP for every pixel in the image. The returned
069         * array of LBP codes has the same dimensions as the image. 
070         * 
071         * Samples taken from outside the image bounds are assumed to have 
072         * the value 0.
073         * 
074         * @param image the image
075         * @return a 2d-array of the LBP codes for every pixel
076         */
077        public static int[][] calculateLBP(FImage image) {
078                int [][] pattern = new int[image.height][image.width];
079                
080                for (int y=0; y<image.height; y++) {
081                        for (int x=0; x<image.width; x++) {
082                                pattern[y][x] = calculateLBP(image, x, y);
083                        }
084                }
085                
086                return pattern;
087        }
088        
089        /**
090         * Calculate the basic LBP for a single point. The
091         * point must be within the image.
092         * 
093         * @param image the image
094         * @param x the x-coordinate of the point
095         * @param y the y-coordinate of the point
096         * @return the LBP code
097         */
098        public static int calculateLBP(FImage image, int x, int y) {
099                float thresh = image.pixels[y][x];
100                int i = 0;
101                int pattern = 0;
102                
103                for (int yy=-1; yy<2; yy++) {
104                        for (int xx=-1; xx<2; xx++) {
105                                if (xx == 0 && yy == 0)
106                                        continue;
107                                
108                                int xxx = x + xx;
109                                int yyy = y + yy;
110                                float pix = 0;
111                                
112                                if (xxx >= 0 && xxx < image.width && yyy >= 0 && yyy < image.height) {
113                                        pix = image.pixels[yyy][xxx];
114                                }
115                                
116                                if (pix >= thresh) {
117                                        pattern += Math.pow(2, i);
118                                }
119                                
120                                i++;
121                        }
122                }
123                
124                return pattern;
125        }
126        
127        /**
128         * Calculate the basic LBP for a single point. The
129         * point must be within the image.
130         * 
131         * @param image the image
132         * @param point the point
133         * @return the LBP code
134         */
135        public static int calculateLBP(FImage image, Pixel point) {
136                return calculateLBP(image, point.x, point.y);
137        }
138
139        /* (non-Javadoc)
140         * @see org.openimaj.image.processor.ImageProcessor#processImage(org.openimaj.image.Image)
141         */
142        @Override
143        public void analyseImage(FImage image) {
144                pattern = calculateLBP(image);
145        }
146}