Public Types | Public Member Functions
cvflann::CompositeIndex< Distance > Class Template Reference

#include <composite_index.h>

Inherits cvflann::NNIndex< Distance >.

List of all members.

Public Types

typedef Distance::ElementType ElementType
typedef Distance::ResultType DistanceType

Public Member Functions

 CompositeIndex (const Matrix< ElementType > &inputData, const IndexParams &params=CompositeIndexParams(), Distance d=Distance())
 CompositeIndex (const CompositeIndex &)
CompositeIndexoperator= (const CompositeIndex &)
virtual ~CompositeIndex ()
flann_algorithm_t getType () const
size_t size () const
size_t veclen () const
int usedMemory () const
void buildIndex ()
 Builds the index.
void saveIndex (FILE *stream)
 Saves the index to a stream.
void loadIndex (FILE *stream)
 Loads the index from a stream.
IndexParams getParameters () const
void findNeighbors (ResultSet< DistanceType > &result, const ElementType *vec, const SearchParams &searchParams)
 Method that searches for nearest-neighbours.
virtual void knnSearch (const Matrix< ElementType > &queries, Matrix< int > &indices, Matrix< DistanceType > &dists, int knn, const SearchParams &params)
 Perform k-nearest neighbor search.
virtual int radiusSearch (const Matrix< ElementType > &query, Matrix< int > &indices, Matrix< DistanceType > &dists, float radius, const SearchParams &params)
 Perform radius search.

Detailed Description

template<typename Distance>
class cvflann::CompositeIndex< Distance >

This index builds a kd-tree index and a k-means index and performs nearest neighbour search both indexes. This gives a slight boost in search performance as some of the neighbours that are missed by one index are found by the other.


Member Typedef Documentation

template<typename Distance>
typedef Distance::ElementType cvflann::CompositeIndex< Distance >::ElementType

Reimplemented from cvflann::NNIndex< Distance >.

template<typename Distance>
typedef Distance::ResultType cvflann::CompositeIndex< Distance >::DistanceType

Reimplemented from cvflann::NNIndex< Distance >.


Constructor & Destructor Documentation

template<typename Distance>
cvflann::CompositeIndex< Distance >::CompositeIndex ( const Matrix< ElementType > &  inputData,
const IndexParams params = CompositeIndexParams(),
Distance  d = Distance() 
)

Index constructor

Parameters:
inputDatadataset containing the points to index
paramsIndex parameters
dDistance functor
Returns:
template<typename Distance>
cvflann::CompositeIndex< Distance >::CompositeIndex ( const CompositeIndex< Distance > &  )
template<typename Distance>
virtual cvflann::CompositeIndex< Distance >::~CompositeIndex ( ) [virtual]

Member Function Documentation

template<typename Distance>
CompositeIndex& cvflann::CompositeIndex< Distance >::operator= ( const CompositeIndex< Distance > &  )
template<typename Distance>
flann_algorithm_t cvflann::CompositeIndex< Distance >::getType ( ) const [virtual]
Returns:
The index type

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
size_t cvflann::CompositeIndex< Distance >::size ( ) const [virtual]
Returns:
Size of the index

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
size_t cvflann::CompositeIndex< Distance >::veclen ( ) const [virtual]
Returns:
The dimensionality of the features in this index.

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
int cvflann::CompositeIndex< Distance >::usedMemory ( ) const [virtual]
Returns:
The amount of memory (in bytes) used by the index.

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
void cvflann::CompositeIndex< Distance >::buildIndex ( ) [virtual]

Builds the index.

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
void cvflann::CompositeIndex< Distance >::saveIndex ( FILE *  stream) [virtual]

Saves the index to a stream.

Parameters:
streamThe stream to save the index to

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
void cvflann::CompositeIndex< Distance >::loadIndex ( FILE *  stream) [virtual]

Loads the index from a stream.

Parameters:
streamThe stream from which the index is loaded

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
IndexParams cvflann::CompositeIndex< Distance >::getParameters ( ) const [virtual]
Returns:
The index parameters

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
void cvflann::CompositeIndex< Distance >::findNeighbors ( ResultSet< DistanceType > &  result,
const ElementType vec,
const SearchParams searchParams 
) [virtual]

Method that searches for nearest-neighbours.

Implements cvflann::NNIndex< Distance >.

template<typename Distance>
virtual void cvflann::NNIndex< Distance >::knnSearch ( const Matrix< ElementType > &  queries,
Matrix< int > &  indices,
Matrix< DistanceType > &  dists,
int  knn,
const SearchParams params 
) [virtual, inherited]

Perform k-nearest neighbor search.

Parameters:
[in]queriesThe query points for which to find the nearest neighbors
[out]indicesThe indices of the nearest neighbors found
[out]distsDistances to the nearest neighbors found
[in]knnNumber of nearest neighbors to return
[in]paramsSearch parameters

Reimplemented in cvflann::Index< Distance >, cvflann::Index< L1< ElementType > >, cvflann::Index< L2< ElementType > >, cvflann::KDTreeSingleIndex< Distance >, and cvflann::LshIndex< Distance >.

template<typename Distance>
virtual int cvflann::NNIndex< Distance >::radiusSearch ( const Matrix< ElementType > &  query,
Matrix< int > &  indices,
Matrix< DistanceType > &  dists,
float  radius,
const SearchParams params 
) [virtual, inherited]

Perform radius search.

Parameters:
[in]queryThe query point
[out]indicesThe indinces of the neighbors found within the given radius
[out]distsThe distances to the nearest neighbors found
[in]radiusThe radius used for search
[in]paramsSearch parameters
Returns:
Number of neighbors found

Reimplemented in cvflann::Index< Distance >, cvflann::Index< L1< ElementType > >, and cvflann::Index< L2< ElementType > >.


The documentation for this class was generated from the following file: