What does CNN learn ?

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December 03, 2019

What does CNN learn ?

以下の論文を元に,CNNsが何を学習しているかについて,まとめました.
英語的にも内容的にも,正しくない箇所はあるかと思うので,ご指摘いただければと思います.

Understanding Deep Image Representations by Inverting Them
- 2014/12
- #Aravindh_Mahendran #Andrea_Vedaldi
ImageNet-Trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
- 2018/11
- #Robert_Geirhos #Patricia_Rubisch #Claudio_Michaelis #Matthias_Bethge #Felix_A._Wichmann #Wieland_Brendel
Exploring the Origins and Prevalence of Texture Bias in Convolutional Neural Networks
- 2019/11
- #Katherine_L._Hermann #Simon_Kornblith

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tanimutomo

December 03, 2019
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