mlpack: mlpack::ann::NaiveConvolution< BorderMode > Class Template Reference

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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)

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)

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)

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)

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)

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

template<typename BorderMode = FullConvolution>

template<typename eT , typename Border = BorderMode>

static std::enable_if< std::is_same<Border, ValidConvolution>::value, void>::type mlpack::ann::NaiveConvolution< BorderMode >::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`
	)

inlinestatic

Definition at line 50 of file naive_convolution.hpp.

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

template<typename BorderMode = FullConvolution>

template<typename eT , typename Border = BorderMode>

static std::enable_if< std::is_same<Border, FullConvolution>::value, void>::type mlpack::ann::NaiveConvolution< BorderMode >::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`
	)

inlinestatic

Definition at line 90 of file naive_convolution.hpp.

References mlpack::ann::NaiveConvolution< BorderMode >::Convolution().

template<typename BorderMode = FullConvolution>

template<typename eT >

static void mlpack::ann::NaiveConvolution< BorderMode >::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`
	)

inlinestatic

Definition at line 120 of file naive_convolution.hpp.

References mlpack::ann::NaiveConvolution< BorderMode >::Convolution().

template<typename BorderMode = FullConvolution>

template<typename eT >

static void mlpack::ann::NaiveConvolution< BorderMode >::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`
	)

inlinestatic

Definition at line 152 of file naive_convolution.hpp.

References mlpack::ann::NaiveConvolution< BorderMode >::Convolution().

template<typename BorderMode = FullConvolution>

template<typename eT >

static void mlpack::ann::NaiveConvolution< BorderMode >::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`
	)

inlinestatic

Definition at line 184 of file naive_convolution.hpp.

References mlpack::ann::NaiveConvolution< BorderMode >::Convolution().

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

src/mlpack/methods/ann/convolution_rules/naive_convolution.hpp