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Res Net

Res Net

Sep 18, 20241 min read

  • architecture

Res Net

  • @heDeepResidualLearning2016
  • Deep Residual Learning for Image Recognition
  • Deeper Networks have Issues because of Vanishing Gradient
  • Propagate gradients forward for deeper networks
  • output of F(x) has the same dims as x → add
  • If only spatial dims match (aka not channels) → concat
  • less params than Vgg
  • Skip Connection
  • Sadly, one of the creators Jian Sun passed away yesterday. (16-6-22)

Graph View

Backlinks

  • Chapter 10 - CNNs
  • Chapter 11 - Residual Networks
  • ConvNeXt
  • Dense Net
  • Res Net D
  • SimCLR
  • Thesis Flow
  • _Index_of_Models
  • architecture
  • residual flows
  • BYOL

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