Deep convolutional networks do not classify based on global object shape.

Deep convolutional networks (DCNNs) are achieving previously unseen performance in object classification, raising questions about whether DCNNs operate similarly to human vision. In biological vision, shape is arguably the most important cue for recognition. We tested the role of shape information i...

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Bibliographic Details
Main Authors: Nicholas Baker, Hongjing Lu, Gennady Erlikhman, Philip J Kellman
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-12-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1006613