Maximum autocorrelation factor filter
Brief Description
Performs Kernel maximum autocorrelation factor transformationMaximum autocorrelation factor filter.
Tags
Dimensionality Reduction, Image Filtering
Long Description
This application calculates the Maximum Autocorrelation Factor based on A. Nielsen works ("Kernel maximum autocorrelation factor and minimum noise fraction transformations," IEEE Transactions on Image Processing, vol. 20, no. 3, pp. 612-624, (2011)).Maximum Autocorrelation Factor can be considered as a spatial extension of the PCA.
Parameters
[param] Input Image (-in):
[param] Change Map (-out):
Limitations
Though the inverse transform can be computed, this filter only provides the forward transform for now.
Authors
OTB-Team
See also
Example of use
Input Image: cupriteSubHsi.tif
Change Map: MaximumAutocorrelationFactorImageFilterOutput.tif
otbcli_MaximumAutocorrelationFactor -in cupriteSubHsi.tif -out MaximumAutocorrelationFactorImageFilterOutput.tif