View-tolerant face recognition and Hebbian learning imply mirror-symmetric neural tuning to head orientation

5 Jun 2016Joel Z. LeiboQianli LiaoWinrich FreiwaldFabio AnselmiTomaso Poggio

The primate brain contains a hierarchy of visual areas, dubbed the ventral stream, which rapidly computes object representations that are both specific for object identity and relatively robust against identity-preserving transformations like depth-rotations. Current computational models of object recognition, including recent deep learning networks, generate these properties through a hierarchy of alternating selectivity-increasing filtering and tolerance-increasing pooling operations, similar to simple-complex cells operations... (read more)

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