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1905.05928
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Rethinking the Usage of Batch Normalization and Dropout in the Training of Deep Neural Networks
15 May 2019
Guangyong Chen
Pengfei Chen
Yujun Shi
Chang-Yu Hsieh
B. Liao
Shengyu Zhang
OOD
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Papers citing
"Rethinking the Usage of Batch Normalization and Dropout in the Training of Deep Neural Networks"
14 / 14 papers shown
Title
Understanding Batch Normalization
Johan Bjorck
Carla P. Gomes
B. Selman
Kilian Q. Weinberger
146
610
0
01 Jun 2018
How Does Batch Normalization Help Optimization?
Shibani Santurkar
Dimitris Tsipras
Andrew Ilyas
Aleksander Madry
ODL
95
1,541
0
29 May 2018
Decorrelated Batch Normalization
Lei Huang
Dawei Yang
B. Lang
Jia Deng
44
192
0
23 Apr 2018
Group Normalization
Yuxin Wu
Kaiming He
219
3,652
0
22 Mar 2018
Understanding the Disharmony between Dropout and Batch Normalization by Variance Shift
Xiang Li
Shuo Chen
Xiaolin Hu
Jian Yang
69
309
0
16 Jan 2018
Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models
Sergey Ioffe
BDL
61
540
0
10 Feb 2017
Instance Normalization: The Missing Ingredient for Fast Stylization
Dmitry Ulyanov
Andrea Vedaldi
Victor Lempitsky
OOD
169
3,706
0
27 Jul 2016
Layer Normalization
Jimmy Lei Ba
J. Kiros
Geoffrey E. Hinton
373
10,481
0
21 Jul 2016
Identity Mappings in Deep Residual Networks
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
350
10,180
0
16 Mar 2016
Deep Residual Learning for Image Recognition
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
MedIm
2.2K
193,814
0
10 Dec 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Sergey Ioffe
Christian Szegedy
OOD
448
43,277
0
11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
VLM
307
18,609
0
06 Feb 2015
Going Deeper with Convolutions
Christian Szegedy
Wei Liu
Yangqing Jia
P. Sermanet
Scott E. Reed
Dragomir Anguelov
D. Erhan
Vincent Vanhoucke
Andrew Rabinovich
440
43,635
0
17 Sep 2014
ImageNet Large Scale Visual Recognition Challenge
Olga Russakovsky
Jia Deng
Hao Su
J. Krause
S. Satheesh
...
A. Karpathy
A. Khosla
Michael S. Bernstein
Alexander C. Berg
Li Fei-Fei
VLM
ObjD
1.6K
39,509
0
01 Sep 2014
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