Hiding a plane with a pixel: examining shape-bias in CNNs and the benefit of building in biological constraints.

Malhotra, Gaurav; Evans, Benjamin D; Bowers, Jeffrey S

Malhotra, Gaurav; Evans, Benjamin D; Bowers, Jeffrey S.

Affiliation

Malhotra G; School of Psychological, Science University of Bristol, Bristol BS8 1TU, UK. Electronic address: gaurav.malhotra@bristol.ac.uk.
Evans BD; School of Psychological, Science University of Bristol, Bristol BS8 1TU, UK.
Bowers JS; School of Psychological, Science University of Bristol, Bristol BS8 1TU, UK.

Vision Res ; 174: 57-68, 2020 09.

Article in En | MEDLINE | ID: mdl-32599343

Subject(s)

Neural Networks, Computer; Visual Perception; Humans

Key words

Biological constraints; Convolutional neural networks; End-to-end learning; Gabor filters; Image classification; Object recognition; Shape-bias; V1

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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Visual Perception / Neural Networks, Computer Type of study: Prognostic_studies Limits: Humans Language: En Journal: Vision Res Year: 2020 Document type: Article Country of publication: United kingdom

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