NAME

i.zc - Zero-crossing "edge detection" raster function for image processing.

KEYWORDS

imagery, edges

SYNOPSIS

i.zc
i.zc --help
i.zc input=string output=string [width=integer] [threshold=float] [orientations=integer] [--overwrite] [--help] [--verbose] [--quiet] [--ui]

Flags:

--overwrite: Allow output files to overwrite existing files
--help: Print usage summary
--verbose: Verbose module output
--quiet: Quiet module output
--ui: Force launching GUI dialog

Parameters:

input=string [required]: Name of input raster map
output=string [required]: Zero crossing raster map
width=integer: x-y extent of the Gaussian filter
Default: 9
threshold=float: Sensitivity of Gaussian filter
Default: 1.0
orientations=integer: Number of azimuth directions categorized
Default: 1

DESCRIPTION

i.zc is an image processing module used for edge detection. The raster map produced shows the location of "boundaries" on the input map. Boundaries tend to be found in regions of changing cell values and tend to run perpendicular to the direction of the slope. The algorithm used for edge detection is one of the "zero-crossing" algorithms and is discussed briefly below.

NOTES

The procedure to find the "edges" in the image is as follows:

1: The Fourier transform of the image is taken,
2: The Fourier transform of the Laplacian of a two-dimensional Gaussian function is used to filter the transformed image,
3: The result is run through an inverse Fourier transform,
4: The resulting image is traversed in search of places where the image changes from positive to negative or from negative to positive,
5: Each cell in the map where the value crosses zero (with a change in value greater than the threshold value) is marked as an edge and an orientation is assigned to it. The resulting raster map layer is output.

The width= parameter determines the x-y extent of the Gaussian filter. The default value is 9; higher and lower values can be tested by the user. Increasing the width will result in finding "edges" representing more gradual changes in cell values.

The threshold= parameter determines the "sensitivity" of the Gaussian filter. The default value is 1; higher and lower values can be tested by the user. Increasing the threshold value will result in fewer edges being found.

The orientations= value is the number of azimuth directions the cells on the output raster map layer are categorized into (similar to the aspect raster map layer produced by r.slope.aspect. For example, a value of 16 would result in detected edges being categorized into one of 16 bins depending on the direction of the edge at that point.

The current region definition and mask settings are respected when reading the input map.

AUTHOR

David Satnik, GIS Laboratory, Central Washington University

SOURCE CODE

Available at: i.zc source code (history)

Latest change: Wednesday Nov 27 22:53:26 2024 in commit: b90ce69e88409469369ec1edb86fde8ec822af8b