The glimpse layer returns a retina-like representation (down-scaled cropped images) of increasing scale around a given location in a given image. More...

Public Member Functions
	Glimpse (const size_t inSize=0, const size_t size=0, const size_t depth=3, const size_t scale=2, const size_t inputWidth=0, const size_t inputHeight=0)
	Create the GlimpseLayer object using the specified ratio and rescale parameter. More...

template < typename eT >
void	Backward (const arma::Mat< eT > &, const arma::Mat< eT > &gy, arma::Mat< eT > &g)
	Ordinary feed backward pass of the glimpse layer. More...

OutputDataType &	Delta () const
	Get the detla. More...

OutputDataType &	Delta ()
	Modify the delta. More...

size_t const &	Depth () const
	Get the number of patches to crop per glimpse. More...

bool	Deterministic () const
	Get the value of the deterministic parameter. More...

bool &	Deterministic ()
	Modify the value of the deterministic parameter. More...

template < typename eT >
void	Forward (const arma::Mat< eT > &input, arma::Mat< eT > &output)
	Ordinary feed forward pass of the glimpse layer. More...

size_t	GlimpseSize () const
	Get the used glimpse size (height = width). More...

size_t const &	InputHeight () const
	Get the input height. More...

size_t &	InputHeight ()
	Modify the input height. More...

size_t	InputShape () const
	Get the shape of the input. More...

size_t const &	InputWidth () const
	Get the input width. More...

size_t &	InputWidth ()
	Modify input the width. More...

size_t	InSize () const
	Get the size of the input units. More...

void	Location (const arma::mat &location)
	Set the locationthe x and y coordinate of the center of the output glimpse. More...

size_t const &	OutputHeight () const
	Get the output height. More...

size_t &	OutputHeight ()
	Modify the output height. More...

OutputDataType &	OutputParameter () const
	Get the output parameter. More...

OutputDataType &	OutputParameter ()
	Modify the output parameter. More...

size_t const &	OutputWidth () const
	Get the output width. More...

size_t &	OutputWidth ()
	Modify the output width. More...

size_t const &	Scale () const
	Get the scale fraction. More...

template < typename Archive >
void	serialize (Archive &ar, const uint32_t)
	Serialize the layer. More...

Detailed Description

template
<
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>

class mlpack::ann::Glimpse< InputDataType, OutputDataType >

The glimpse layer returns a retina-like representation (down-scaled cropped images) of increasing scale around a given location in a given image.

Template Parameters

InputDataType	Type of the input data (arma::colvec, arma::mat, arma::sp_mat or arma::cube).
OutputDataType	Type of the output data (arma::colvec, arma::mat, arma::sp_mat or arma::cube).

Definition at line 88 of file glimpse.hpp.

Constructor & Destructor Documentation

◆ Glimpse()

Glimpse	(	const size_t	inSize = `0`,
		const size_t	size = `0`,
		const size_t	depth = `3`,
		const size_t	scale = `2`,
		const size_t	inputWidth = `0`,
		const size_t	inputHeight = `0`
	)

Create the GlimpseLayer object using the specified ratio and rescale parameter.

Parameters

inSize	The size of the input units.
size	The used glimpse size (height = width).
depth	The number of patches to crop per glimpse.
scale	The scaling factor used to create the increasing retina-like representation.
inputWidth	The input width of the given input data.
inputHeight	The input height of the given input data.

Member Function Documentation

◆ Backward()

void Backward	(	const arma::Mat< eT > &	,
		const arma::Mat< eT > &	gy,
		arma::Mat< eT > &	g
	)

Ordinary feed backward pass of the glimpse layer.

Parameters

*	(input) The propagated input activation.
gy	The backpropagated error.
g	The calculated gradient.

◆ Delta() [1/2]

OutputDataType& Delta ( ) const

inline

Get the detla.

Definition at line 137 of file glimpse.hpp.

◆ Delta() [2/2]

OutputDataType& Delta ( )

inline

Modify the delta.

Definition at line 139 of file glimpse.hpp.

◆ Depth()

size_t const& Depth ( ) const

inline

Get the number of patches to crop per glimpse.

Definition at line 174 of file glimpse.hpp.

◆ Deterministic() [1/2]

bool Deterministic ( ) const

inline

Get the value of the deterministic parameter.

Definition at line 169 of file glimpse.hpp.

◆ Deterministic() [2/2]

bool& Deterministic ( )

inline

Modify the value of the deterministic parameter.

Definition at line 171 of file glimpse.hpp.

◆ Forward()

void Forward	(	const arma::Mat< eT > &	input,
		arma::Mat< eT > &	output
	)

Ordinary feed forward pass of the glimpse layer.

Parameters

input	Input data used for evaluating the specified function.
output	Resulting output activation.

◆ GlimpseSize()

size_t GlimpseSize ( ) const

inline

Get the used glimpse size (height = width).

Definition at line 183 of file glimpse.hpp.

◆ InputHeight() [1/2]

size_t const& InputHeight ( ) const

inline

Get the input height.

Definition at line 154 of file glimpse.hpp.

◆ InputHeight() [2/2]

size_t& InputHeight ( )

inline

Modify the input height.

Definition at line 156 of file glimpse.hpp.

◆ InputShape()

size_t InputShape ( ) const

inline

Get the shape of the input.

Definition at line 186 of file glimpse.hpp.

References MeanPoolingRule::Pooling(), and MeanPoolingRule::Unpooling().

◆ InputWidth() [1/2]

size_t const& InputWidth ( ) const

inline

Get the input width.

Definition at line 149 of file glimpse.hpp.

◆ InputWidth() [2/2]

size_t& InputWidth ( )

inline

Modify input the width.

Definition at line 151 of file glimpse.hpp.

◆ InSize()

size_t InSize ( ) const

inline

Get the size of the input units.

Definition at line 180 of file glimpse.hpp.

◆ Location()

void Location ( const arma::mat & location )

inline

Set the locationthe x and y coordinate of the center of the output glimpse.

Definition at line 143 of file glimpse.hpp.

◆ OutputHeight() [1/2]

size_t const& OutputHeight ( ) const

inline

Get the output height.

Definition at line 164 of file glimpse.hpp.

◆ OutputHeight() [2/2]

size_t& OutputHeight ( )

inline

Modify the output height.

Definition at line 166 of file glimpse.hpp.

◆ OutputParameter() [1/2]

OutputDataType& OutputParameter ( ) const

inline

Get the output parameter.

Definition at line 132 of file glimpse.hpp.

◆ OutputParameter() [2/2]

OutputDataType& OutputParameter ( )

inline

Modify the output parameter.

Definition at line 134 of file glimpse.hpp.

◆ OutputWidth() [1/2]

size_t const& OutputWidth ( ) const

inline

Get the output width.

Definition at line 159 of file glimpse.hpp.

◆ OutputWidth() [2/2]

size_t& OutputWidth ( )

inline

Modify the output width.

Definition at line 161 of file glimpse.hpp.

◆ Scale()

size_t const& Scale ( ) const

inline

Get the scale fraction.

Definition at line 177 of file glimpse.hpp.

◆ serialize()

void serialize	(	Archive &	ar,
		const uint32_t
	)

Serialize the layer.

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

/home/ryan/src/mlpack.org/_src/mlpack-git/src/mlpack/methods/ann/layer/glimpse.hpp

Public Member Functions

Detailed Description

template<typenameInputDataType=arma::mat,typenameOutputDataType=arma::mat> class mlpack::ann::Glimpse< InputDataType, OutputDataType >

Constructor & Destructor Documentation

◆ Glimpse()

Member Function Documentation

◆ Backward()

◆ Delta() [1/2]

◆ Delta() [2/2]

◆ Depth()

◆ Deterministic() [1/2]

◆ Deterministic() [2/2]

◆ Forward()

◆ GlimpseSize()

◆ InputHeight() [1/2]

◆ InputHeight() [2/2]

◆ InputShape()

◆ InputWidth() [1/2]

◆ InputWidth() [2/2]

◆ InSize()

◆ Location()

◆ OutputHeight() [1/2]

◆ OutputHeight() [2/2]

◆ OutputParameter() [1/2]

◆ OutputParameter() [2/2]

◆ OutputWidth() [1/2]

◆ OutputWidth() [2/2]

◆ Scale()

◆ serialize()

template
<
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>

class mlpack::ann::Glimpse< InputDataType, OutputDataType >