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.feature.local.matcher; 031 032import java.util.ArrayList; 033import java.util.List; 034 035import org.openimaj.image.feature.local.keypoints.Keypoint; 036import org.openimaj.util.pair.Pair; 037 038 039/** 040 * Basic keypoint matcher. Matches keypoints by finding closest 041 * Two keypoints to target and checking whether the distance 042 * between the two matches is sufficiently large. 043 * 044 * @author Jonathon Hare 045 * @param <T> Keypoint type 046 * 047 */ 048public class FastLimitedBasicKeypointMatcher<T extends Keypoint> extends FastBasicKeypointMatcher<T> { 049 private int limit; 050 051 /** 052 * 053 * @param threshold threshold for determining matching keypoints 054 * @param limit 055 */ 056 public FastLimitedBasicKeypointMatcher(int threshold, int limit) 057 { 058 super(threshold); 059 this.limit = limit; 060 } 061 062 @Override 063 public boolean findMatches(List<T> keys1) 064 { 065 matches = new ArrayList<Pair<T>>(); 066 067 byte [][] data = new byte[keys1.size()][]; 068 for (int i=0; i<keys1.size(); i++) 069 data[i] = keys1.get(i).ivec; 070 071 int [][] argmins = new int[keys1.size()][2]; 072 float [][] mins = new float[keys1.size()][2]; 073 modelKeypointsKNN.searchKNN(data, 2, argmins, mins); 074 075 for (int i=0; i<keys1.size(); i++) { 076 float distsq1 = mins[i][0]; 077 float distsq2 = mins[i][1]; 078 079 if (10 * 10 * distsq1 < thresh * thresh * distsq2) { 080 matches.add(new Pair<T>(keys1.get(i), modelKeypoints.get(argmins[i][0]))); 081 } 082 083 if (matches.size() >= limit) break; 084 } 085 086 return true; 087 } 088}