WRN

WRN

2019/11/12

前言：

WRN 是 Wide ResNet 的縮寫，論文名稱則是《Wide residual networks》。在 PreVGGNet 的作者嘗試加寬網路效果不大之後，增加了恆等映射的殘差網路使的加寬網路又成為可行。WRN 的作者發現，矮胖的殘差網路可以達到跟高瘦的殘差網路接近的效果。

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// Wide ResNet _ PyTorch

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// Review Wide Resnet

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// Multi-class Image Classification using deep convolutional networks on…

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Dropout in Original ResNet (Left) and Dropout in WRNs (Right)

// Review  WRNs — Wide Residual Networks (Image Classification)

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# WRN

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# WRN

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# WRN

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# WRN

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# WRN

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References

◎ 論文

# WRN

Zagoruyko, Sergey, and Nikos Komodakis. "Wide residual networks." arXiv preprint arXiv:1605.07146 (2016).

https://arxiv.org/pdf/1605.07146.pdf 

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◎ 英文參考資料  

Wide ResNet _ PyTorch
https://pytorch.org/hub/pytorch_vision_wide_resnet/

Review  WRNs — Wide Residual Networks (Image Classification)
https://towardsdatascience.com/review-wrns-wide-residual-networks-image-classification-d3feb3fb2004

Multi-class Image Classification using deep convolutional networks on…
https://www.slideshare.net/ashisface/multiclass-image-classification-using-deep-convolutional-networks-on-extremely-large-dataset

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◎ 韓文參考資料   

Wide Residual Networks
https://norman3.github.io/papers/docs/wide_resnet.html

Review Wide Resnet
https://www.slideshare.net/WoojinJeong5/wide-resnet

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◎ 簡體中文參考資料

WRNS：Wide Residual Networks 论文笔记 - XlyPb - CSDN博客
https://blog.csdn.net/wspba/article/details/72229177

[DL-架构-ResNet系] 004 WRN - 知乎
https://zhuanlan.zhihu.com/p/29681673