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.processing.face.recognition; 031 032import java.io.DataInput; 033import java.io.DataOutput; 034import java.io.IOException; 035import java.util.ArrayList; 036import java.util.Collection; 037import java.util.List; 038import java.util.Set; 039 040import org.openimaj.feature.FeatureExtractor; 041import org.openimaj.image.processing.face.detection.DetectedFace; 042import org.openimaj.io.IOUtils; 043import org.openimaj.ml.annotation.Annotated; 044import org.openimaj.ml.annotation.IncrementalAnnotator; 045import org.openimaj.ml.annotation.RestrictedAnnotator; 046import org.openimaj.ml.annotation.ScoredAnnotation; 047 048/** 049 * A {@link FaceRecogniser} built on top of an {@link IncrementalAnnotator}. 050 * This class essentially adapts standard {@link IncrementalAnnotator} to work 051 * in the face recognition scenario. 052 * 053 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 054 * 055 * @param <FACE> 056 * Type of {@link DetectedFace} 057 * @param <PERSON> 058 * Type of object representing a person 059 */ 060public class AnnotatorFaceRecogniser<FACE extends DetectedFace, PERSON> 061 extends 062 FaceRecogniser<FACE, PERSON> 063{ 064 protected IncrementalAnnotator<FACE, PERSON> annotator; 065 066 protected AnnotatorFaceRecogniser() { 067 } 068 069 /** 070 * Construct with the given underlying annotator. 071 * 072 * @param annotator 073 * the annotator 074 */ 075 public AnnotatorFaceRecogniser(IncrementalAnnotator<FACE, PERSON> annotator) { 076 this.annotator = annotator; 077 } 078 079 /** 080 * Convenience method to create {@link AnnotatorFaceRecogniser} instances 081 * from an annotator. 082 * 083 * @param <FACE> 084 * Type of {@link DetectedFace} 085 * @param <EXTRACTOR> 086 * Type of {@link FeatureExtractor} 087 * @param <PERSON> 088 * Type of object representing a person 089 * @param annotator 090 * the annotator 091 * @return the new {@link AnnotatorFaceRecogniser} instance 092 */ 093 public static <FACE extends DetectedFace, EXTRACTOR extends FeatureExtractor<?, FACE>, PERSON> 094 AnnotatorFaceRecogniser<FACE, PERSON> create( 095 IncrementalAnnotator<FACE, PERSON> annotator) 096 { 097 return new AnnotatorFaceRecogniser<FACE, PERSON>(annotator); 098 } 099 100 @Override 101 public void readBinary(DataInput in) throws IOException { 102 annotator = IOUtils.read(in); 103 } 104 105 @Override 106 public byte[] binaryHeader() { 107 return "FREC".getBytes(); 108 } 109 110 @Override 111 public void writeBinary(DataOutput out) throws IOException { 112 IOUtils.write(annotator, out); 113 } 114 115 @SuppressWarnings("unchecked") 116 @Override 117 public List<ScoredAnnotation<PERSON>> annotate(FACE object, Collection<PERSON> restrict) { 118 if (annotator instanceof RestrictedAnnotator) { 119 return ((RestrictedAnnotator<FACE, PERSON>) annotator).annotate(object, restrict); 120 } 121 122 final List<ScoredAnnotation<PERSON>> pot = annotator.annotate(object); 123 124 if (pot == null || pot.size() == 0) 125 return null; 126 127 final List<ScoredAnnotation<PERSON>> toKeep = new ArrayList<ScoredAnnotation<PERSON>>(); 128 129 for (final ScoredAnnotation<PERSON> p : pot) { 130 if (restrict.contains(p.annotation)) 131 toKeep.add(p); 132 } 133 134 return toKeep; 135 } 136 137 @Override 138 public List<ScoredAnnotation<PERSON>> annotate(FACE object) { 139 return annotator.annotate(object); 140 } 141 142 @Override 143 public void train(Annotated<FACE, PERSON> annotedImage) { 144 annotator.train(annotedImage); 145 } 146 147 @Override 148 public void train(Iterable<? extends Annotated<FACE, PERSON>> data) { 149 annotator.train(data); 150 } 151 152 @Override 153 public Set<PERSON> getAnnotations() { 154 return annotator.getAnnotations(); 155 } 156 157 @Override 158 public void reset() { 159 annotator.reset(); 160 } 161 162 @Override 163 public String toString() { 164 return String.format("AnnotatorFaceRecogniser[recogniser=%s]", this.annotator); 165 } 166}