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Update Models

Given the resolved support map s(x,y), we can now update the statistical models for each blob and for the scene texture model. By comparing the new model parameters to the previous model parameters, we can also update the dynamic models of the blobs.

For each class k, the pixels marked as members of the class are averaged together to produce the model mean tex2html_wrap_inline1955, and their second-order statistics measured to calculate the model's covariance matrix tex2html_wrap_inline1961,
equation172

This process can be simplified by re-writing it in another form more conducive to iterative calculation. The first term can be built up as examples are found, and the mean can be subtracted when it is finally known:
equation180
For computational efficiency, color models are built in two different color spaces: the standard (Y,U,V) space, and the brightness-normalized tex2html_wrap_inline2031 color space.





Christopher R. Wren
Wed Feb 25 14:56:43 EST 1998