miniflann.hpp 6.5 KB

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  1. /*M///////////////////////////////////////////////////////////////////////////////////////
  2. //
  3. // IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
  4. //
  5. // By downloading, copying, installing or using the software you agree to this license.
  6. // If you do not agree to this license, do not download, install,
  7. // copy or use the software.
  8. //
  9. //
  10. // License Agreement
  11. // For Open Source Computer Vision Library
  12. //
  13. // Copyright (C) 2000-2008, Intel Corporation, all rights reserved.
  14. // Copyright (C) 2009, Willow Garage Inc., all rights reserved.
  15. // Third party copyrights are property of their respective owners.
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  17. // Redistribution and use in source and binary forms, with or without modification,
  18. // are permitted provided that the following conditions are met:
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  20. // * Redistribution's of source code must retain the above copyright notice,
  21. // this list of conditions and the following disclaimer.
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  23. // * Redistribution's in binary form must reproduce the above copyright notice,
  24. // this list of conditions and the following disclaimer in the documentation
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  39. // the use of this software, even if advised of the possibility of such damage.
  40. //
  41. //M*/
  42. #ifndef OPENCV_MINIFLANN_HPP
  43. #define OPENCV_MINIFLANN_HPP
  44. #include "opencv2/core.hpp"
  45. #include "opencv2/flann/defines.h"
  46. namespace cv
  47. {
  48. namespace flann
  49. {
  50. enum FlannIndexType {
  51. FLANN_INDEX_TYPE_8U = CV_8U,
  52. FLANN_INDEX_TYPE_8S = CV_8S,
  53. FLANN_INDEX_TYPE_16U = CV_16U,
  54. FLANN_INDEX_TYPE_16S = CV_16S,
  55. FLANN_INDEX_TYPE_32S = CV_32S,
  56. FLANN_INDEX_TYPE_32F = CV_32F,
  57. FLANN_INDEX_TYPE_64F = CV_64F,
  58. FLANN_INDEX_TYPE_STRING,
  59. FLANN_INDEX_TYPE_BOOL,
  60. FLANN_INDEX_TYPE_ALGORITHM,
  61. LAST_VALUE_FLANN_INDEX_TYPE = FLANN_INDEX_TYPE_ALGORITHM
  62. };
  63. struct CV_EXPORTS IndexParams
  64. {
  65. IndexParams();
  66. ~IndexParams();
  67. String getString(const String& key, const String& defaultVal=String()) const;
  68. int getInt(const String& key, int defaultVal=-1) const;
  69. double getDouble(const String& key, double defaultVal=-1) const;
  70. void setString(const String& key, const String& value);
  71. void setInt(const String& key, int value);
  72. void setDouble(const String& key, double value);
  73. void setFloat(const String& key, float value);
  74. void setBool(const String& key, bool value);
  75. void setAlgorithm(int value);
  76. // FIXIT: replace by void write(FileStorage& fs) const + read()
  77. void getAll(std::vector<String>& names,
  78. std::vector<FlannIndexType>& types,
  79. std::vector<String>& strValues,
  80. std::vector<double>& numValues) const;
  81. void* params;
  82. private:
  83. IndexParams(const IndexParams &); // copy disabled
  84. IndexParams& operator=(const IndexParams &); // assign disabled
  85. };
  86. struct CV_EXPORTS KDTreeIndexParams : public IndexParams
  87. {
  88. KDTreeIndexParams(int trees=4);
  89. };
  90. struct CV_EXPORTS LinearIndexParams : public IndexParams
  91. {
  92. LinearIndexParams();
  93. };
  94. struct CV_EXPORTS CompositeIndexParams : public IndexParams
  95. {
  96. CompositeIndexParams(int trees = 4, int branching = 32, int iterations = 11,
  97. cvflann::flann_centers_init_t centers_init = cvflann::FLANN_CENTERS_RANDOM, float cb_index = 0.2f );
  98. };
  99. struct CV_EXPORTS AutotunedIndexParams : public IndexParams
  100. {
  101. AutotunedIndexParams(float target_precision = 0.8f, float build_weight = 0.01f,
  102. float memory_weight = 0, float sample_fraction = 0.1f);
  103. };
  104. struct CV_EXPORTS HierarchicalClusteringIndexParams : public IndexParams
  105. {
  106. HierarchicalClusteringIndexParams(int branching = 32,
  107. cvflann::flann_centers_init_t centers_init = cvflann::FLANN_CENTERS_RANDOM, int trees = 4, int leaf_size = 100 );
  108. };
  109. struct CV_EXPORTS KMeansIndexParams : public IndexParams
  110. {
  111. KMeansIndexParams(int branching = 32, int iterations = 11,
  112. cvflann::flann_centers_init_t centers_init = cvflann::FLANN_CENTERS_RANDOM, float cb_index = 0.2f );
  113. };
  114. struct CV_EXPORTS LshIndexParams : public IndexParams
  115. {
  116. LshIndexParams(int table_number, int key_size, int multi_probe_level);
  117. };
  118. struct CV_EXPORTS SavedIndexParams : public IndexParams
  119. {
  120. SavedIndexParams(const String& filename);
  121. };
  122. struct CV_EXPORTS SearchParams : public IndexParams
  123. {
  124. SearchParams( int checks = 32, float eps = 0, bool sorted = true );
  125. };
  126. class CV_EXPORTS_W Index
  127. {
  128. public:
  129. CV_WRAP Index();
  130. CV_WRAP Index(InputArray features, const IndexParams& params, cvflann::flann_distance_t distType=cvflann::FLANN_DIST_L2);
  131. virtual ~Index();
  132. CV_WRAP virtual void build(InputArray features, const IndexParams& params, cvflann::flann_distance_t distType=cvflann::FLANN_DIST_L2);
  133. CV_WRAP virtual void knnSearch(InputArray query, OutputArray indices,
  134. OutputArray dists, int knn, const SearchParams& params=SearchParams());
  135. CV_WRAP virtual int radiusSearch(InputArray query, OutputArray indices,
  136. OutputArray dists, double radius, int maxResults,
  137. const SearchParams& params=SearchParams());
  138. CV_WRAP virtual void save(const String& filename) const;
  139. CV_WRAP virtual bool load(InputArray features, const String& filename);
  140. CV_WRAP virtual void release();
  141. CV_WRAP cvflann::flann_distance_t getDistance() const;
  142. CV_WRAP cvflann::flann_algorithm_t getAlgorithm() const;
  143. protected:
  144. cvflann::flann_distance_t distType;
  145. cvflann::flann_algorithm_t algo;
  146. int featureType;
  147. void* index;
  148. };
  149. } } // namespace cv::flann
  150. #endif