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.tools.globalfeature.type;
031
032import java.util.ArrayList;
033import java.util.List;
034
035import org.kohsuke.args4j.Argument;
036import org.kohsuke.args4j.Option;
037import org.openimaj.feature.FeatureVector;
038import org.openimaj.image.FImage;
039import org.openimaj.image.MBFImage;
040import org.openimaj.image.colour.ColourSpace;
041import org.openimaj.image.pixel.statistics.BlockHistogramModel;
042import org.openimaj.image.pixel.statistics.MaskingBlockHistogramModel;
043import org.openimaj.tools.globalfeature.GlobalFeatureExtractor;
044
045/**
046 * Local (block-based) pixel histograms
047 * @see BlockHistogramModel
048 */
049public class LocalHistogramExtractor extends GlobalFeatureExtractor {
050        @Option(name="--color-space", aliases="-c", usage="Specify colorspace model", required=true)
051        ColourSpace converter;
052        
053        @Option(name="--blocks-x", aliases="-bx", usage="Specify number of blocks in x-direction", required=true)
054        int blocks_x;
055        
056        @Option(name="--blocks-y", aliases="-by", usage="Specify number of blocks in y-direction", required=true)
057        int blocks_y;
058        
059        @Argument(required=true, usage="Number of bins per dimension")
060        List<Integer> bins = new ArrayList<Integer>();
061        
062        @Override
063        public FeatureVector extract(MBFImage image, FImage mask) {
064                MBFImage converted = converter.convert(image);
065                
066                if (converted.numBands() != bins.size()) {
067                        throw new RuntimeException("Incorrect number of dimensions - recieved " + bins.size() +", expected " + converted.numBands() +".");
068                }
069                
070                int [] ibins = new int[bins.size()];
071                for (int i=0; i<bins.size(); i++)
072                        ibins[i] = bins.get(i);
073                
074                BlockHistogramModel hm = null;
075                if (mask == null)
076                        hm = new BlockHistogramModel(blocks_x, blocks_y, ibins);
077                else
078                        hm = new MaskingBlockHistogramModel(mask, blocks_x, blocks_y, ibins);
079                
080                hm.estimateModel(converted);
081                return hm.toSingleHistogram();
082        }
083}