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.local.engine; 031 032import org.openimaj.feature.local.list.LocalFeatureList; 033import org.openimaj.image.FImage; 034import org.openimaj.image.analysis.pyramid.gaussian.GaussianOctave; 035import org.openimaj.image.analysis.pyramid.gaussian.GaussianPyramid; 036import org.openimaj.image.feature.local.descriptor.gradient.IrregularBinningSIFTFeatureProvider; 037import org.openimaj.image.feature.local.detector.dog.collector.Collector; 038import org.openimaj.image.feature.local.detector.dog.collector.OctaveKeypointCollector; 039import org.openimaj.image.feature.local.detector.dog.extractor.GradientFeatureExtractor; 040import org.openimaj.image.feature.local.detector.dog.extractor.NullOrientationExtractor; 041import org.openimaj.image.feature.local.detector.dog.pyramid.DoGOctaveExtremaFinder; 042import org.openimaj.image.feature.local.detector.pyramid.BasicOctaveExtremaFinder; 043import org.openimaj.image.feature.local.detector.pyramid.OctaveInterestPointFinder; 044import org.openimaj.image.feature.local.keypoints.Keypoint; 045 046/** 047 * SIFT engine that isn't rotation invariant (using 048 * {@link NullOrientationExtractor}) and uses the 049 * {@link IrregularBinningSIFTFeatureProvider}. 050 * 051 * @author Sina Samangooei (ss@ecs.soton.ac.uk) 052 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 053 */ 054public class ALTDoGSIFTEngine extends DoGSIFTEngine { 055 @Override 056 public LocalFeatureList<Keypoint> findFeatures(FImage image) { 057 OctaveInterestPointFinder<GaussianOctave<FImage>, FImage> finder = 058 new DoGOctaveExtremaFinder(new BasicOctaveExtremaFinder(options.magnitudeThreshold, options.eigenvalueRatio)); 059 060 Collector<GaussianOctave<FImage>, Keypoint, FImage> collector = new OctaveKeypointCollector<FImage>( 061 new GradientFeatureExtractor( 062 new NullOrientationExtractor(), 063 new IrregularBinningSIFTFeatureProvider(options.numOriBins, options.valueThreshold), 064 options.magnificationFactor * options.numSpatialBins 065 )); 066 067 finder.setOctaveInterestPointListener(collector); 068 069 options.setOctaveProcessor(finder); 070 071 GaussianPyramid<FImage> pyr = new GaussianPyramid<FImage>(options); 072 pyr.process(image); 073 074 return collector.getFeatures(); 075 } 076}