Spatial Gaussian Gradient Magnitude filter

Spatial Gaussian Gradient Magnitude filter.

The Spatial Gaussian Gradient Magnitude filter computes the magnitude of the gradient of an image using Gaussian derivatives, providing a measure of the strength of the gradient at each pixel and helping to highlight edges and transitions in the image. The filter operates by convolving the image with a pair of Gaussian derivative kernels—one for the x-direction and another for the y-direction. These kernels are derived from the Gaussian function and are used to estimate the image gradient in both the horizontal and vertical directions.

Usage:

  1. Start the algorithm from the Processing Toolbox panel.

  2. Select the raster to process and modify the parameterization if necessary, then click run.

    ../../../../_images/ggrad_filter_interface.png
  3. Processed image in comparison to the original.

    ../../../../_images/ggrad_filter_result.png

Parameters

Raster layer [raster]

Raster layer to be processed band-wise.

Function [string]

Python code. See gaussian_gradient_magnitude for information on different parameters.

Default:

from scipy.ndimage.filters import gaussian_gradient_magnitude

function = lambda array: gaussian_gradient_magnitude(array, sigma=1)

Outputs

Output raster layer [rasterDestination]

Raster file destination.

Command-line usage

>qgis_process help enmapbox:SpatialGaussianGradientMagnitudeFilter:

----------------
Arguments
----------------

raster: Raster layer
    Argument type:  raster
    Acceptable values:
            - Path to a raster layer
function: Function
    Default value:  from scipy.ndimage.filters import gaussian_gradient_magnitude

function = lambda array: gaussian_gradient_magnitude(array, sigma=1)
    Argument type:  string
    Acceptable values:
            - String value
            - field:FIELD_NAME to use a data defined value taken from the FIELD_NAME field
            - expression:SOME EXPRESSION to use a data defined value calculated using a custom QGIS expression
outputRaster: Output raster layer
    Argument type:  rasterDestination
    Acceptable values:
            - Path for new raster layer

----------------
Outputs
----------------

outputRaster: <outputRaster>
    Output raster layer