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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

11 February 2015

Sergey Ioffe

Christian Szegedy

OOD

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Papers citing "Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift"

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Title
Learning Task-Oriented Grasping for Tool Manipulation from Simulated Self-Supervision Kuan Fang Yuke Zhu Animesh Garg Andrey Kurenkov Viraj Mehta Li Fei-Fei Silvio Savarese 95 218 0 25 Jun 2018
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Privacy-Protective-GAN for Face De-identification Yifan Wu Fan Yang Haibin Ling CVBM PICV 44 60 0 23 Jun 2018
Hierarchical Graph Representation Learning with Differentiable Pooling Rex Ying Jiaxuan You Christopher Morris Xiang Ren William L. Hamilton J. Leskovec GNN 398 2,164 0 22 Jun 2018
Quantum Codes from Neural Networks Johannes Bausch Felix Leditzky 89 46 0 22 Jun 2018
Learning-to-Ask: Knowledge Acquisition via 20 Questions Yihong Chen B. Chen Xuguang Duan Jian-Guang Lou Yue Wang Wenwu Zhu Yong Cao 54 15 0 22 Jun 2018
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 145 1,026 0 21 Jun 2018
Detecting Cyberattacks in Industrial Control Systems Using Convolutional Neural Networks Moshe Kravchik A. Shabtai 88 277 0 21 Jun 2018
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Histological images segmentation of mucous glands A. Khvostikov A. Krylov O. Kharlova N. Oleynikova I. Mikhailov P. Malkov MedIm 16 0 0 20 Jun 2018
DEFRAG: Deep Euclidean Feature Representations through Adaptation on the Grassmann Manifold Breton L. Minnehan Andreas E. Savakis 23 2 0 20 Jun 2018
Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit? Shilin Zhu Xin Dong Hao Su MQ 115 138 0 20 Jun 2018
A Simple Fusion of Deep and Shallow Learning for Acoustic Scene Classification Eduardo Fonseca Rong Gong Xavier Serra 46 12 0 19 Jun 2018
On the Learning of Deep Local Features for Robust Face Spoofing Detection G. Souza João Paulo Papa A. Marana CVBM 73 33 0 19 Jun 2018
Deep Global-Connected Net With The Generalized Multi-Piecewise ReLU Activation in Deep Learning Zhi Chen P. Ho 61 3 0 19 Jun 2018
Neural Code Comprehension: A Learnable Representation of Code Semantics Tal Ben-Nun Alice Shoshana Jakobovits Torsten Hoefler 70 245 0 19 Jun 2018
Spatio-Temporal Channel Correlation Networks for Action Classification Ali Diba Mohsen Fayyaz Vivek Sharma M. M. Arzani Rahman Yousefzadeh Juergen Gall Luc Van Gool 3DPC 113 183 0 19 Jun 2018
Deep Learning Classification of 3.5 GHz Band Spectrograms with Applications to Spectrum Sensing W. Max Lees Adam Wunderlich Peter J. Jeavons P. Hale M. Souryal 63 88 0 19 Jun 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 102 154 0 18 Jun 2018
Deep Spatiotemporal Representation of the Face for Automatic Pain Intensity Estimation M. Tavakolian Abdenour Hadid CVBM MedIm 3DH 49 19 0 18 Jun 2018
HitNet: a neural network with capsules embedded in a Hit-or-Miss layer, extended with hybrid data augmentation and ghost capsules Adrien Deliège A. Cioppa Marc Van Droogenbroeck 70 48 0 18 Jun 2018
Conditional Affordance Learning for Driving in Urban Environments Axel Sauer Nikolay Savinov Andreas Geiger 91 187 0 18 Jun 2018
Fast Convex Pruning of Deep Neural Networks Alireza Aghasi Afshin Abdi Justin Romberg 73 24 0 17 Jun 2018
Compressed Sensing with Deep Image Prior and Learned Regularization Dave Van Veen A. Jalal Mahdi Soltanolkotabi Eric Price S. Vishwanath A. Dimakis 139 182 0 17 Jun 2018
Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning Huayu Chen Yang Song Chen Sun Andrew G. Howard Serge J. Belongie 139 482 0 16 Jun 2018
Deep Lip Reading: a comparison of models and an online application Triantafyllos Afouras Joon Son Chung Andrew Zisserman 83 119 0 15 Jun 2018
SATR-DL: Improving Surgical Skill Assessment and Task Recognition in Robot-assisted Surgery with Deep Neural Networks Ziheng Wang A. M. Fey 49 26 0 15 Jun 2018
Recurrent Multiresolution Convolutional Networks for VHR Image Classification J. R. Bergado Claudio Persello Alfred Stein 42 66 0 15 Jun 2018
Generative Adversarial Networks and Perceptual Losses for Video Super-Resolution Alice Lucas Santiago López-Tapia Rafael Molina Aggelos K. Katsaggelos GAN SupR 98 176 0 14 Jun 2018
NCRF++: An Open-source Neural Sequence Labeling Toolkit Jie Yang Yue Zhang 106 190 0 14 Jun 2018
Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks Minmin Chen Jeffrey Pennington S. Schoenholz SyDa AI4CE 89 117 0 14 Jun 2018
Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks Lechao Xiao Yasaman Bahri Jascha Narain Sohl-Dickstein S. Schoenholz Jeffrey Pennington 341 354 0 14 Jun 2018
PCAS: Pruning Channels with Attention Statistics for Deep Network Compression Kohei Yamamoto K. Maeno 68 33 0 14 Jun 2018
Fire SSD: Wide Fire Modules based Single Shot Detector on Edge Device Hengfui Liau Yamini Nimmagadda YengLiong Wong ObjD 61 14 0 14 Jun 2018
From Trailers to Storylines: An Efficient Way to Learn from Movies Qingqiu Huang Yuanjun Xiong Yu Xiong Yuqi Zhang Dahua Lin 99 26 0 14 Jun 2018
o-glasses: Visualizing x86 Code from Binary Using a 1d-CNN Yuhei Otsubo Akira Otsuka M. Mimura Takeshi Sakaki Atsuhiro Goto 26 6 0 14 Jun 2018
Manifold Mixup: Better Representations by Interpolating Hidden States Vikas Verma Alex Lamb Christopher Beckham Amir Najafi Ioannis Mitliagkas Aaron Courville David Lopez-Paz Yoshua Bengio AAML DRL 111 35 0 13 Jun 2018
On Tighter Generalization Bound for Deep Neural Networks: CNNs, ResNets, and Beyond Xingguo Li Junwei Lu Zhaoran Wang Jarvis Haupt T. Zhao 71 80 0 13 Jun 2018
What Is It Like Down There? Generating Dense Ground-Level Views and Image Features From Overhead Imagery Using Conditional Generative Adversarial Networks XueQing Deng Yi Zhu Shawn D. Newsam GAN 72 27 0 13 Jun 2018
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 210 128 0 13 Jun 2018
Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control Yangchen Pan Amir-massoud Farahmand Martha White S. Nabi P. Grover D. Nikovski 95 19 0 13 Jun 2018
Position Detection and Direction Prediction for Arbitrary-Oriented Ships via Multitask Rotation Region Convolutional Neural Network Xue Yang Hao Sun Xian Sun Ming Yan Zhi Guo Kun Fu 92 149 0 13 Jun 2018
Deep learning to represent sub-grid processes in climate models S. Rasp Michael S. Pritchard Pierre Gentine AI4Cl AI4CE 116 739 0 12 Jun 2018
Capsule Routing for Sound Event Detection Turab Iqbal Yong-mei Xu Qiuqiang Kong Wenwu Wang 58 32 0 12 Jun 2018
Design Challenges and Misconceptions in Neural Sequence Labeling Jie Yang Shuailong Liang Yue Zhang 214 164 0 12 Jun 2018
Gaussian mixture models with Wasserstein distance Benoit Gaujac Ilya Feige David Barber 48 9 0 12 Jun 2018
Attentive cross-modal paratope prediction Andreea Deac Petar Velickovic Pietro Sormanni 98 60 0 12 Jun 2018
Automatic Ship Detection of Remote Sensing Images from Google Earth in Complex Scenes Based on Multi-Scale Rotation Dense Feature Pyramid Networks Xue Yang Hao Sun Kun Fu Jirui Yang Xian Sun Ming Yan Zhi Guo 210 481 0 12 Jun 2018