How to learn a topographic map
image
Linear filters
Global
connectivity
Local
connectivity
The outputs of the linear filters are squared and locally pooled. This makes it cheaper to put filters that are violated at the same time next to each other.
Cost of first
violation
Cost of second violation
Pooled squared filters