scarlet.component

class scarlet.component.CombinedComponent(components, operation='add')

Bases: Component

Combination of multiple ~scarlet.Component instances

Parameters:

components: list of `~scarlet.Component`

operation: ‘add’ or ‘multiply’

The combination operation of the children’s models

Attributes:

bbox

Hyper-spectral bounding box of this model

children

List of child models

frame

Hyper-spectral characteristics is this model

parameters

List of parameters, including from the children

Methods

check_parameters()	Check that all parameters have finite elements
get_model(*parameters[, frame])	Get the model realization
get_models_of_children(*parameters, **kwargs)	Get realization of all child models
get_parameter(i, *parameters)	Access parameters by list index or by name
model_to_box([bbox, model])	Project a model into a frame
update()	Update internal state or configuration of the model

get_model(*parameters, frame=None)

Get the model realization

Parameters:

parameters: tuple of optimimzation parameters

Returns:

model: array

Realization of the model

update()

Update internal state or configuration of the model

The method is only needed to adjust setting or parameters outside of the optimization forward path.

Raises:

scarlet.model.UpdateException if the optimization needs to be interrupted

class scarlet.component.Component(frame, *parameters, children=None, bbox=None)

Bases: Model

Base class for hyperspectral models given parameters.

The class allows for hierarchical ordering through children.

Parameters:

frame: `~scarlet.Frame`

Characterization of the model

parameters: list of `~scarlet.Parameter`

children: list of `~scarlet.Model`

Subordinate models.

bbox: `~scarlet.Box`

Bounding box of this model

Attributes:

bbox

Hyper-spectral bounding box of this model

children

List of child models

frame

Hyper-spectral characteristics is this model

parameters

List of parameters, including from the children

Methods

check_parameters()	Check that all parameters have finite elements
get_model(*parameters, **kwargs)	Get the model realization
get_models_of_children(*parameters, **kwargs)	Get realization of all child models
get_parameter(i, *parameters)	Access parameters by list index or by name
model_to_box([bbox, model])	Project a model into a frame
update()	Update internal state or configuration of the model

property bbox

Hyper-spectral bounding box of this model

property frame

Hyper-spectral characteristics is this model

model_to_box(bbox=None, model=None)

Project a model into a frame

Parameters:

model: array

Image of the model to project. This must be the same shape as self.bbox. If model is None then self.get_model() is used.

bbox: `~scarlet.bbox.Box`

The to project the model into. If bbox is None then the model is projected into self.model_frame.bbox.

Returns:

projected_model: array

(Channels, Height, Width) image of the model

class scarlet.component.CubeComponent(frame, cube, bbox=None)

Bases: Component

A single component in a blend

Uses full hyperspectral cube parameterization.

Parameters:

frame: `~scarlet.Frame`

The spectral and spatial characteristics of this component.

cube: `~scarlet.Parameter`

3D array (C, Height, Width) of the hyperspectral cube.

bbox: `~scarlet.Box`

Hyper-spectral bounding box of this component.

Attributes:

bbox

Hyper-spectral bounding box of this model

children

List of child models

frame

Hyper-spectral characteristics is this model

parameters

List of parameters, including from the children

Methods

check_parameters()	Check that all parameters have finite elements
get_model(*parameters[, frame])	Get the model realization
get_models_of_children(*parameters, **kwargs)	Get realization of all child models
get_parameter(i, *parameters)	Access parameters by list index or by name
model_to_box([bbox, model])	Project a model into a frame
update()	Update internal state or configuration of the model

get_model(*parameters, frame=None)

Get the model realization

Parameters:

parameters: tuple of optimimzation parameters

Returns:

model: array

Realization of the model

class scarlet.component.FactorizedComponent(frame, spectrum, morphology)

Bases: Component

A single component in a blend

Uses the non-parametric factorization Spectrum x Morphology.

Parameters:

frame: `~scarlet.Frame`

The spectral and spatial characteristics of the full model.

bbox: `~scarlet.Box`

Hyper-spectral bounding box of this component.

spectrum: `~scarlet.Spectrum`

Parameterization of the spectrum

morphology: `~scarlet.Morphology`

Parameterization of the morphology.

Attributes:

bbox

Hyper-spectral bounding box of this model

children

List of child models

frame

Hyper-spectral characteristics is this model

morphology

Extract the morphology parameter

parameters

List of parameters, including from the children

spectrum

Extract the spectrum parameter.

Methods

check_parameters()	Check that all parameters have finite elements
get_model(*parameters[, frame])	Get the model for this component.
get_models_of_children(*parameters, **kwargs)	Get realization of all child models
get_parameter(i, *parameters)	Access parameters by list index or by name
model_to_box([bbox, model])	Project a model into a frame
update()	Update internal state or configuration of the model

get_model(*parameters, frame=None)

Get the model for this component.

Parameters:

parameters: tuple of optimimzation parameters

frame: `~scarlet.frame.Frame`

Frame to project the model into. If frame is None then the model contained in bbox is returned.

Returns:

model: array

(Channels, Height, Width) image of the model

property morphology

Extract the morphology parameter

property spectrum

Extract the spectrum parameter.

update()

Update internal state or configuration of the model

The method is only needed to adjust setting or parameters outside of the optimization forward path.

Raises:

scarlet.model.UpdateException if the optimization needs to be interrupted