| 12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394 | 
							- /***********************************************************************
 
-  * Software License Agreement (BSD License)
 
-  *
 
-  * Copyright 2008-2009  Marius Muja (mariusm@cs.ubc.ca). All rights reserved.
 
-  * Copyright 2008-2009  David G. Lowe (lowe@cs.ubc.ca). All rights reserved.
 
-  *
 
-  * THE BSD LICENSE
 
-  *
 
-  * Redistribution and use in source and binary forms, with or without
 
-  * modification, are permitted provided that the following conditions
 
-  * are met:
 
-  *
 
-  * 1. Redistributions of source code must retain the above copyright
 
-  *    notice, this list of conditions and the following disclaimer.
 
-  * 2. Redistributions in binary form must reproduce the above copyright
 
-  *    notice, this list of conditions and the following disclaimer in the
 
-  *    documentation and/or other materials provided with the distribution.
 
-  *
 
-  * THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR
 
-  * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
 
-  * OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.
 
-  * IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT,
 
-  * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT
 
-  * NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
 
-  * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
 
-  * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
 
-  * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF
 
-  * THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
-  *************************************************************************/
 
- #ifndef OPENCV_FLANN_GROUND_TRUTH_H_
 
- #define OPENCV_FLANN_GROUND_TRUTH_H_
 
- #include "dist.h"
 
- #include "matrix.h"
 
- namespace cvflann
 
- {
 
- template <typename Distance>
 
- void find_nearest(const Matrix<typename Distance::ElementType>& dataset, typename Distance::ElementType* query, int* matches, int nn,
 
-                   int skip = 0, Distance distance = Distance())
 
- {
 
-     typedef typename Distance::ResultType DistanceType;
 
-     int n = nn + skip;
 
-     std::vector<int> match(n);
 
-     std::vector<DistanceType> dists(n);
 
-     dists[0] = distance(dataset[0], query, dataset.cols);
 
-     match[0] = 0;
 
-     int dcnt = 1;
 
-     for (size_t i=1; i<dataset.rows; ++i) {
 
-         DistanceType tmp = distance(dataset[i], query, dataset.cols);
 
-         if (dcnt<n) {
 
-             match[dcnt] = (int)i;
 
-             dists[dcnt++] = tmp;
 
-         }
 
-         else if (tmp < dists[dcnt-1]) {
 
-             dists[dcnt-1] = tmp;
 
-             match[dcnt-1] = (int)i;
 
-         }
 
-         int j = dcnt-1;
 
-         // bubble up
 
-         while (j>=1 && dists[j]<dists[j-1]) {
 
-             std::swap(dists[j],dists[j-1]);
 
-             std::swap(match[j],match[j-1]);
 
-             j--;
 
-         }
 
-     }
 
-     for (int i=0; i<nn; ++i) {
 
-         matches[i] = match[i+skip];
 
-     }
 
- }
 
- template <typename Distance>
 
- void compute_ground_truth(const Matrix<typename Distance::ElementType>& dataset, const Matrix<typename Distance::ElementType>& testset, Matrix<int>& matches,
 
-                           int skip=0, Distance d = Distance())
 
- {
 
-     for (size_t i=0; i<testset.rows; ++i) {
 
-         find_nearest<Distance>(dataset, testset[i], matches[i], (int)matches.cols, skip, d);
 
-     }
 
- }
 
- }
 
- #endif //OPENCV_FLANN_GROUND_TRUTH_H_
 
 
  |