Does training with blurred images bring convolutional neural networks closer to humans with respect to robust object recognition and internal representations?

It has been suggested that perceiving blurry images in addition to sharp images contributes to the development of robust human visual processing. To computationally investigate the effect of exposure to blurry images, we trained convolutional neural networks (CNNs) on ImageNet object recognition wit...

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Bibliographic Details
Main Authors: Sou Yoshihara, Taiki Fukiage, Shin'ya Nishida
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Psychology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyg.2023.1047694/full

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