mantidimaging.core.operations.remove_all_stripe.remove_all_stripe module

class mantidimaging.core.operations.remove_all_stripe.remove_all_stripe.RemoveAllStripesFilter[source]

Bases: BaseFilter

Stripe and ring artifact removal. Remove all types of stripe artifacts by combining algorithm 6, 5, and 3 in Vo et al., Optics Express 28396 (2018).

Source: https://github.com/algotom/algotom

Intended to be used on: Sinograms

When: If stripes artifacts are present that have not been removed with outliers + flat-fielding the projections

Caution: Horizontal stripes caused by changes in image intensity (pixel values) should be fixed by ROI Normalisation instead!

static compute_function(index: int, array: ndarray, params: Dict[str, Any])[source]
static compute_function_sino(index: int, array: ndarray, params: Dict[str, Any])[source]
static execute_wrapper(snr: QDoubleSpinBox, la_size: QSpinBox, sm_size: QSpinBox, dim: QSpinBox)[source]

Should construct a partial call to _filter_func using values taken from the widgets passed to this function as kwargs. :param kwargs: widgets which contain values required for _filter_func. :return: a partial call to _filter_func using parameters taken from the input widgets.

static filter_func(images: ImageStack, snr=3, la_size=61, sm_size=21, dim=1, progress=None)[source]
Parameters:

  • snr – The ratio used to segment between useful information and noise. Greater is less sensitive.

  • la_size – The window size of the median filter to remove large stripes.

  • sm_size – The window size of the median filter to remove small-to-medium stripes.

  • dim – Whether to perform the median on 1D or 2D view of the data.

Returns:

Remove all types of stripe artifacts.

filter_name = 'Remove all stripes'
static group_name() → FilterGroup[source]
operate_on_sinograms = True
static register_gui(form, on_change, view)[source]

Adds any required input widgets to the given form and returns references to them.

The return values should be in a dict which can be unpacked as kwargs for a call to the operations execute_wrapper.

Parameters:

  • view –

  • form – the layout to create input widgets in

  • on_change – the filter view action to be bound to all created inputs

Returns:

the widgets bound as kwargs which are needed to call execute_wrapper