NaiveConvolution< BorderMode > Class Template Reference

Computes the two-dimensional convolution. More...

Static Public Member Functions
template < typename eT , typename Border = BorderMode >
static std::enable_if< std::is_same< Border, ValidConvolution >::value, void >::type	Convolution (const arma::Mat< eT > &input, const arma::Mat< eT > &filter, arma::Mat< eT > &output, const size_t dW=1, const size_t dH=1, const size_t dilationW=1, const size_t dilationH=1)
template < typename eT , typename Border = BorderMode >
static std::enable_if< std::is_same< Border, FullConvolution >::value, void >::type	Convolution (const arma::Mat< eT > &input, const arma::Mat< eT > &filter, arma::Mat< eT > &output, const size_t dW=1, const size_t dH=1, const size_t dilationW=1, const size_t dilationH=1)
template < typename eT >
static void	Convolution (const arma::Cube< eT > &input, const arma::Cube< eT > &filter, arma::Cube< eT > &output, const size_t dW=1, const size_t dH=1, const size_t dilationW=1, const size_t dilationH=1)
template < typename eT >
static void	Convolution (const arma::Mat< eT > &input, const arma::Cube< eT > &filter, arma::Cube< eT > &output, const size_t dW=1, const size_t dH=1, const size_t dilationW=1, const size_t dilationH=1)
template < typename eT >
static void	Convolution (const arma::Cube< eT > &input, const arma::Mat< eT > &filter, arma::Cube< eT > &output, const size_t dW=1, const size_t dH=1, const size_t dilationW=1, const size_t dilationH=1)

Detailed Description

template

<

typename

BorderMode

=

FullConvolution

>

class mlpack::ann::NaiveConvolution< BorderMode >

Computes the two-dimensional convolution.

This class allows specification of the type of the border type. The convolution can be compute with the valid border type of the full border type (default).

FullConvolution: returns the full two-dimensional convolution. ValidConvolution: returns only those parts of the convolution that are computed without the zero-padded edges.

Template Parameters

BorderMode

Type of the border mode (FullConvolution or ValidConvolution).

Definition at line 35 of file naive_convolution.hpp.

Member Function Documentation

Convolution() [1/5]

static std::enable_if< std::is_same<Border, ValidConvolution>::value, void>::type Convolution ( const arma::Mat< eT > &  input, const arma::Mat< eT > &  filter, arma::Mat< eT > &  output, const size_t  dW = 1, const size_t  dH = 1, const size_t  dilationW = 1, const size_t  dilationH = 1  )

inlinestatic

Definition at line 52 of file naive_convolution.hpp.

Referenced by SVDConvolution< BorderMode >::Convolution(), and NaiveConvolution< BorderMode >::Convolution().

Convolution() [2/5]

static std::enable_if< std::is_same<Border, FullConvolution>::value, void>::type Convolution ( const arma::Mat< eT > &  input, const arma::Mat< eT > &  filter, arma::Mat< eT > &  output, const size_t  dW = 1, const size_t  dH = 1, const size_t  dilationW = 1, const size_t  dilationH = 1  )

inlinestatic

Definition at line 98 of file naive_convolution.hpp.

References NaiveConvolution< BorderMode >::Convolution().

Convolution() [3/5]

static void Convolution ( const arma::Cube< eT > &  input, const arma::Cube< eT > &  filter, arma::Cube< eT > &  output, const size_t  dW = 1, const size_t  dH = 1, const size_t  dilationW = 1, const size_t  dilationH = 1  )

inlinestatic

Definition at line 151 of file naive_convolution.hpp.

References NaiveConvolution< BorderMode >::Convolution().

Convolution() [4/5]

static void Convolution ( const arma::Mat< eT > &  input, const arma::Cube< eT > &  filter, arma::Cube< eT > &  output, const size_t  dW = 1, const size_t  dH = 1, const size_t  dilationW = 1, const size_t  dilationH = 1  )

inlinestatic

Definition at line 187 of file naive_convolution.hpp.

References NaiveConvolution< BorderMode >::Convolution().

Convolution() [5/5]

static void Convolution ( const arma::Cube< eT > &  input, const arma::Mat< eT > &  filter, arma::Cube< eT > &  output, const size_t  dW = 1, const size_t  dH = 1, const size_t  dilationW = 1, const size_t  dilationH = 1  )

inlinestatic

Definition at line 223 of file naive_convolution.hpp.

References NaiveConvolution< BorderMode >::Convolution().

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

• /home/ryan/src/mlpack.org/_src/mlpack-git/src/mlpack/methods/ann/convolution_rules/naive_convolution.hpp