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CNN Literature Review

 2 years ago
source link: https://changkun.de/blog/_todo/2017-10-24-cnn-literature-review/
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In this post, we are going to discuss CNN and its relavant papers.

Basic Components

Convolutional filter

Pooling operation

Equivariant & Invariant Property

Papers

  • AlexNet (2012)
  • ZF Net (2013)
  • VGG Net (2014)
  • GoogLeNet (2015)
  • Microsoft ResNet (2015)
  • Region Based CNNs (R-CNN - 2013, Fast R-CNN - 2015, Faster R-CNN - 2015)
  • Generative Adversarial Networks (2014)
  • Generating Image Descriptions (2014)
  • Spatial Transformer Networks (2015)

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