  The quantization error (QE) from SOM applied on time series of spatial
contrast images with variable relative amount of white and dark pixel contents,
as in monochromatic medical images or satellite images, is proven a reliable
indicator of potentially critical changes in image homogeneity. The QE is shown
to increase linearly with the variability in spatial contrast contents across
time when contrast intensity is kept constant.
