Invariant Pattern Recognition using Bayesian Inference on Hierarchical Sequences

Abstract

Real world objects have persistent structure. However, as we move about in the world the spatio-temporal patterns coming from our sensory organs vary continuously. How the brain creates invariant representations from the always-changing input patterns is a major unanswered question. We propose that the neocortex solves the invariance problem by using a… (More)

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