Hierarchical Sparse Coding of Objects in Deep Convolutional Neural Networks

Recently, deep convolutional neural networks (DCNNs) have attained human-level performances on challenging object recognition tasks owing to their complex internal representation. However, it remains unclear how objects are represented in DCNNs with an overwhelming number of features and non-linear...

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Bibliographic Details
Main Authors: Xingyu Liu, Zonglei Zhen, Jia Liu
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-12-01
Series:Frontiers in Computational Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fncom.2020.578158/full