1 /**
2 * Copyright (c) 2011, The University of Southampton and the individual contributors.
3 * All rights reserved.
4 *
5 * Redistribution and use in source and binary forms, with or without modification,
6 * are permitted provided that the following conditions are met:
7 *
8 * * Redistributions of source code must retain the above copyright notice,
9 * this list of conditions and the following disclaimer.
10 *
11 * * Redistributions in binary form must reproduce the above copyright notice,
12 * this list of conditions and the following disclaimer in the documentation
13 * and/or other materials provided with the distribution.
14 *
15 * * Neither the name of the University of Southampton nor the names of its
16 * contributors may be used to endorse or promote products derived from this
17 * software without specific prior written permission.
18 *
19 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
20 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
21 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
22 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
23 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
24 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
25 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
26 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
27 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
28 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
29 */
30 package org.openimaj.image.feature.dense.binarypattern;
31
32 import org.openimaj.citation.annotation.Reference;
33 import org.openimaj.citation.annotation.ReferenceType;
34 import org.openimaj.image.FImage;
35 import org.openimaj.image.analyser.ImageAnalyser;
36 import org.openimaj.image.pixel.Pixel;
37
38 /**
39 * Implementation of an extended local binary pattern which has a
40 * variable number of samples taken from a variable sized circle
41 * about a point.
42 *
43 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk)
44 */
45 @Reference(
46 type = ReferenceType.Article,
47 author = { "Ojala, Timo", "Pietik\"{a}inen, Matti", "M\"{a}enp\"{a}\"{a}, Topi" },
48 title = "Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns",
49 year = "2002",
50 journal = "IEEE Trans. Pattern Anal. Mach. Intell.",
51 pages = { "971", "", "987" },
52 url = "http://dx.doi.org/10.1109/TPAMI.2002.1017623",
53 month = "July",
54 number = "7",
55 publisher = "IEEE Computer Society",
56 volume = "24",
57 customData = {
58 "date", "July 2002",
59 "issn", "0162-8828",
60 "numpages", "17",
61 "doi", "10.1109/TPAMI.2002.1017623",
62 "acmid", "628808",
63 "address", "Washington, DC, USA"
64 }
65 )
66 public class ExtendedLocalBinaryPattern implements ImageAnalyser<FImage> {
67 protected int[][] pattern;
68 protected float radius;
69 protected int samples;
70
71 /**
72 * Construct an extended LBP extractor with the given parameters.
73 * @param radius the radius of the sampling circle
74 * @param samples the number of samples around the circle
75 */
76 public ExtendedLocalBinaryPattern(float radius, int samples) {
77 checkParams(radius, samples);
78 this.radius = radius;
79 this.samples = samples;
80 }
81
82 /**
83 * Calculate the LBP for every pixel in the image. The returned
84 * array of LBP codes hase the same dimensions as the image.
85 *
86 * Samples taken from outside the image bounds are assumed to have
87 * the value 0.
88 *
89 * @param image the image
90 * @param radius the radius of the sampling circle
91 * @param samples the number of samples around the circle
92 * @return a 2d-array of the LBP codes for every pixel
93 */
94 public static int[][] calculateLBP(FImage image, float radius, int samples) {
95 checkParams(radius, samples);
96
97 int [][] pattern = new int[image.height][image.width];
98
99 for (int y=0; y<image.height; y++) {
100 for (int x=0; x<image.width; x++) {
101 pattern[y][x] = calculateLBP(image, radius, samples, x, y);
102 }
103 }
104
105 return pattern;
106 }
107
108 /**
109 * Calculate the extended LBP for a single point. The
110 * point must be within the image.
111 *
112 * @param image the image
113 * @param radius the radius of the sampling circle
114 * @param samples the number of samples around the circle
115 * @param x the x-coordinate of the point
116 * @param y the y-coordinate of the point
117 * @return the LBP code
118 */
119 public static int calculateLBP(FImage image, float radius, int samples, int x, int y) {
120 float centre = image.pixels[y][x];
121 int pattern = 0;
122
123 for (int i=0; i<samples; i++) {
124 double dx = -radius * Math.sin(2 * Math.PI * i / samples);
125 double dy = radius * Math.cos(2 * Math.PI * i / samples);
126
127 float pix = image.getPixelInterp(x+dx, y+dy);
128
129 if (pix - centre >= 0) {
130 pattern += Math.pow(2, i);
131 }
132 }
133
134 return pattern;
135 }
136
137 /**
138 * Calculate the extended LBP for a single point. The
139 * point must be within the image.
140 *
141 * @param image the image
142 * @param radius the radius of the sampling circle
143 * @param samples the number of samples around the circle
144 * @param point the point
145 * @return the LBP code
146 */
147 public static int calculateLBP(FImage image, float radius, int samples, Pixel point) {
148 return calculateLBP(image, radius, samples, point.x, point.y);
149 }
150
151 private static void checkParams(float radius, int samples) {
152 if (radius <= 0) {
153 throw new IllegalArgumentException("radius must be greater than 0");
154 }
155 if (samples <= 1 || samples > 31) {
156 throw new IllegalArgumentException("samples cannot be less than one or more than 31");
157 }
158 }
159
160 /* (non-Javadoc)
161 * @see org.openimaj.image.analyser.ImageAnalyser#analyseImage(org.openimaj.image.Image)
162 */
163 @Override
164 public void analyseImage(FImage image) {
165 pattern = calculateLBP(image, radius, samples);
166 }
167
168 /**
169 * Get the pattern created during the last call to
170 * {@link #analyseImage(FImage)}.
171 *
172 * @return the pattern
173 */
174 public int[][] getPattern() {
175 return pattern;
176 }
177 }