Combining the outputs of replicated features
Get a small amount of translational invariance at
each level by averaging four neighboring
replicated detectors to give a single output to the
next level.
Taking the maximum of the four should work
better.
Achieving invariance in multiple stages seems to
be what the monkey visual system does.