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NearestNeighborSearch.h
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26 
27 #pragma once
28 
29 #include <vector>
30 
31 #include "open3d/core/Tensor.h"
36 
37 namespace open3d {
38 namespace core {
39 namespace nns {
40 
45 public:
50  NearestNeighborSearch(const Tensor &dataset_points)
51  : dataset_points_(dataset_points){};
52 
56 
57 public:
61  bool KnnIndex();
62 
66  bool MultiRadiusIndex();
67 
73 
77  bool HybridIndex(utility::optional<double> radius = {});
78 
87  std::pair<Tensor, Tensor> KnnSearch(const Tensor &query_points, int knn);
88 
100  std::tuple<Tensor, Tensor, Tensor> FixedRadiusSearch(
101  const Tensor &query_points, double radius, bool sort = true);
102 
114  std::tuple<Tensor, Tensor, Tensor> MultiRadiusSearch(
115  const Tensor &query_points, const Tensor &radii);
116 
129  std::tuple<Tensor, Tensor, Tensor> HybridSearch(const Tensor &query_points,
130  double radius,
131  int max_knn);
132 
133 private:
134  bool SetIndex();
135 
137  void AssertNotCUDA(const Tensor &t) const;
138 
139 protected:
140  std::unique_ptr<NanoFlannIndex> nanoflann_index_;
141  std::unique_ptr<nns::FixedRadiusIndex> fixed_radius_index_;
142  std::unique_ptr<nns::KnnIndex> knn_index_;
144 };
145 } // namespace nns
146 } // namespace core
147 } // namespace open3d
bool FixedRadiusIndex(utility::optional< double > radius={})
Definition: NearestNeighborSearch.cpp:59
std::tuple< Tensor, Tensor, Tensor > HybridSearch(const Tensor &query_points, double radius, int max_knn)
Definition: NearestNeighborSearch.cpp:149
NearestNeighborSearch & operator=(const NearestNeighborSearch &)=delete
bool HybridIndex(utility::optional< double > radius={})
Definition: NearestNeighborSearch.cpp:79
std::tuple< Tensor, Tensor, Tensor > FixedRadiusSearch(const Tensor &query_points, double radius, bool sort=true)
Definition: NearestNeighborSearch.cpp:117
std::unique_ptr< NanoFlannIndex > nanoflann_index_
Definition: NearestNeighborSearch.h:140
std::unique_ptr< nns::KnnIndex > knn_index_
Definition: NearestNeighborSearch.h:142
std::tuple< Tensor, Tensor, Tensor > MultiRadiusSearch(const Tensor &query_points, const Tensor &radii)
Definition: NearestNeighborSearch.cpp:137
A Class for nearest neighbor search.
Definition: NearestNeighborSearch.h:44
Definition: Optional.h:79
std::pair< Tensor, Tensor > KnnSearch(const Tensor &query_points, int knn)
Definition: NearestNeighborSearch.cpp:98
Definition: PinholeCameraIntrinsic.cpp:35
Definition: Tensor.h:51
~NearestNeighborSearch()
Definition: NearestNeighborSearch.cpp:35
std::unique_ptr< nns::FixedRadiusIndex > fixed_radius_index_
Definition: NearestNeighborSearch.h:141
NearestNeighborSearch(const Tensor &dataset_points)
Definition: NearestNeighborSearch.h:50
bool MultiRadiusIndex()
Definition: NearestNeighborSearch.cpp:57
bool KnnIndex()
Definition: NearestNeighborSearch.cpp:42
const Tensor dataset_points_
Definition: NearestNeighborSearch.h:143