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Search results with tag "Deep residual"

Pose-Robust Face Recognition via Deep Residual Equivariant ...

Pose-Robust Face Recognition via Deep Residual Equivariant ...

arxiv.org

Pose-Robust Face Recognition via Deep Residual Equivariant Mapping Kaidi Cao 2Yu Rong1; Cheng Li Xiaoou Tang 1Chen Change Loy 1Department of Information Engineering, The Chinese University of Hong Kong 2SenseTime Research fry017, ccloy, xtangg@ie.cuhk.edu.hk fcaokaidi, chenglig@sensetime.com

  Deep, Residual, Deep residual

Deep Residual Learning for Image Recognition

Deep Residual Learning for Image Recognition

openaccess.thecvf.com

identity mapping were optimal, it would be easier to push the residual to zero than to fit an identity mapping by a stack of nonlinear layers. The formulation of F(x)+xcan be realized by feedfor-ward neural networks with “shortcut connections” (Fig. 2). Shortcut connections [2, 33, 48] are those skipping one or more layers.

  Network, Identity, Deep, Residual, Deep residual

Deep Residual Learning for Image Recognition

Deep Residual Learning for Image Recognition

arxiv.org

identity mapping were optimal, it would be easier to push the residual to zero than to fit an identity mapping by a stack of nonlinear layers. The formulation of F(x)+x can be realized by feedfor-ward neural networks with “shortcut connections” (Fig.2). Shortcut connections [2,34,49] are those skipping one or more layers.

  Network, Identity, Deep, Residual, Deep residual

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