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 */ 030/** 031 * 032 */ 033package org.openimaj.image.processing.face.tracking; 034 035import java.util.ArrayList; 036import java.util.Iterator; 037import java.util.List; 038 039import org.openimaj.image.FImage; 040import org.openimaj.image.processing.face.detection.DetectedFace; 041import org.openimaj.image.processing.face.detection.HaarCascadeDetector; 042import org.openimaj.math.geometry.shape.Rectangle; 043import org.openimaj.video.processing.tracking.BasicObjectTracker; 044import org.openimaj.video.tracking.klt.KLTTracker; 045 046/** 047 * A face tracker that uses the {@link HaarCascadeDetector} to detect faces in 048 * the image and then tracks them using the {@link KLTTracker}. 049 * 050 * @author David Dupplaw (dpd@ecs.soton.ac.uk) 051 * 052 * @created 13 Oct 2011 053 */ 054public class KLTHaarFaceTracker implements FaceTracker<FImage> { 055 /** The face detector used to detect the faces */ 056 private final HaarCascadeDetector faceDetector = new HaarCascadeDetector(); 057 058 /** A list of trackers that are tracking faces within the image */ 059 private final List<BasicObjectTracker> trackers = new ArrayList<BasicObjectTracker>(); 060 061 /** The previous frame */ 062 private FImage previousFrame = null; 063 064 /** When all faces are lost, the frame is retried */ 065 private boolean retryFrame = false; 066 067 /** The number of frames to force a retry */ 068 private int forceRetry = -1; 069 070 /** Used for forcing retry */ 071 private int frameCounter = 0; 072 073 private final float detectionScalar = 1.2f; 074 075 /** 076 * Default constructor that takes the minimum size (in pixels) of detections 077 * that should be considered faces. 078 * 079 * @param minSize 080 * The minimum size of face boxes 081 */ 082 public KLTHaarFaceTracker(final int minSize) { 083 this.faceDetector.setMinSize(minSize); 084 } 085 086 /** 087 * Used to detect faces when there is no current state. 088 * 089 * @return The list of detected faces 090 */ 091 private List<DetectedFace> detectFaces(final FImage img) { 092 return this.faceDetector.detectFaces(img); 093 } 094 095 /** 096 * {@inheritDoc} 097 * 098 * @see org.openimaj.image.processing.face.tracking.FaceTracker#trackFace(org.openimaj.image.Image) 099 */ 100 @Override 101 public List<DetectedFace> trackFace(final FImage img) 102 { 103 List<DetectedFace> detectedFaces = new ArrayList<DetectedFace>(); 104 105 // Determine whether we need to force a retry now 106 if (this.forceRetry != -1 && this.frameCounter % this.forceRetry == 0) 107 this.trackers.clear(); 108 109 // If we're just starting tracking, find some features and start 110 // tracking them. 111 if (this.previousFrame == null || this.trackers.size() == 0) { 112 113 // Detect the faces in the image. 114 final List<DetectedFace> faces = this.detectFaces(img); 115 116 // Create trackers for each face found 117 for (final DetectedFace face : faces) { 118 // Create a new tracker for this face 119 final BasicObjectTracker faceTracker = new BasicObjectTracker(); 120 final Rectangle r = face.getBounds(); 121 r.scaleCentroid(this.detectionScalar); 122 faceTracker.initialiseTracking(r, img); 123 this.trackers.add(faceTracker); 124 125 // Store the last frame 126 this.previousFrame = img; 127 } 128 129 detectedFaces = faces; 130 } else 131 // If we have a previous frame, attempt to track the frame 132 if (this.previousFrame != null) { 133 // Update all the trackers 134 final Iterator<BasicObjectTracker> i = this.trackers.iterator(); 135 while (i.hasNext()) { 136 final BasicObjectTracker tracker = i.next(); 137 if (tracker.trackObject(img).size() == 0) 138 i.remove(); 139 else { 140 // Store the bounding box of the tracked features as the 141 // face 142 detectedFaces 143 .add(new DetectedFace( 144 tracker.getFeatureList().getBounds(), 145 img.extractROI(tracker.getFeatureList().getBounds()), 146 tracker.getFeatureList().countRemainingFeatures())); 147 148 // Store the last frame 149 this.previousFrame = img; 150 } 151 } 152 153 if (this.trackers.size() == 0 && this.retryFrame == false) { 154 this.retryFrame = true; 155 detectedFaces = this.trackFace(img); 156 } 157 } 158 159 this.frameCounter++; 160 this.retryFrame = false; 161 return detectedFaces; 162 } 163 164 /** 165 * @return the forceRetry 166 */ 167 public int getForceRetry() 168 { 169 return this.forceRetry; 170 } 171 172 /** 173 * @param forceRetry 174 * the forceRetry to set 175 */ 176 public void setForceRetry(final int forceRetry) 177 { 178 this.forceRetry = forceRetry; 179 } 180}