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
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.
The procedure to find the "edges" in the image is as follows:
- The Fourier transform of the image is taken,
- The Fourier transform of the Laplacian of a two-dimensional
Gaussian function is used to filter the transformed image,
- The result is run through an inverse Fourier transform,
- The resulting image is traversed in search of places where the image
changes from positive to negative or from negative to positive,
- 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.
i.fft,
i.ifft,
r.mapcalc,
r.mfilter,
r.slope.aspect
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: 3b5486c0463a7103ab2109e28bf860fe34539868
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GRASS Development Team,
GRASS GIS 8.5.0dev Reference Manual