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

11 February 2015

Sergey Ioffe

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

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Title
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification Rahul Rama Varior Mrinal Haloi G. Wang 26 795 0 28 Jul 2016
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding Vardan Papyan Yaniv Romano Michael Elad 59 284 0 27 Jul 2016
End-to-End Image Super-Resolution via Deep and Shallow Convolutional Networks Yifan Wang Lijun Wang Hongyu Wang P. Li SupR OOD 32 140 0 26 Jul 2016
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation Yaroslav Ganin Daniil Kononenko Diana Sungatullina Victor Lempitsky CVBM 30 122 0 25 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 61 10,327 0 21 Jul 2016
Trunk-Branch Ensemble Convolutional Neural Networks for Video-based Face Recognition Changxing Ding Dacheng Tao CVBM 50 387 0 19 Jul 2016
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 95 456 0 16 Jul 2016
DSD: Dense-Sparse-Dense Training for Deep Neural Networks Song Han Jeff Pool Sharan Narang Huizi Mao Enhao Gong ... Peter Vajda Manohar Paluri J. Tran Bryan Catanzaro W. Dally CVBM 27 83 0 15 Jul 2016
Application of Convolutional Neural Network for Image Classification on Pascal VOC Challenge 2012 dataset Suyash Shetty 166 33 0 13 Jul 2016
Re-presenting a Story by Emotional Factors using Sentimental Analysis Method Hwiyeol Jo Yohan Moon Jong In Kim Jeong Ryu 13 0 0 13 Jul 2016
Classifying Variable-Length Audio Files with All-Convolutional Networks and Masked Global Pooling L. Hertel Huy P Phan Alfred Mertins 24 19 0 11 Jul 2016
Acoustic scene classification using convolutional neural network and multiple-width frequency-delta data augmentation Yoonchang Han Kyogu Lee 43 48 0 08 Jul 2016
Watch This: Scalable Cost-Function Learning for Path Planning in Urban Environments Markus Wulfmeier Dominic Zeng Wang Ingmar Posner 22 114 0 08 Jul 2016
AdaNet: Adaptive Structural Learning of Artificial Neural Networks Corinna Cortes X. Gonzalvo Vitaly Kuznetsov M. Mohri Scott Yang 29 283 0 05 Jul 2016
Actor-critic versus direct policy search: a comparison based on sample complexity Arnaud de Froissard de Broissia Olivier Sigaud 26 12 0 29 Jun 2016
Improved Recurrent Neural Networks for Session-based Recommendations Yong Kiam Tan Xinxing Xu Yong-Jin Liu 26 732 0 27 Jun 2016
Detection of concealed cars in complex cargo X-ray imagery using Deep Learning Nicolas Jaccard T. W. Rogers E. Morton Lewis D. Griffin 24 66 0 26 Jun 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 15 512 0 25 Jun 2016
Hybrid Recommender System based on Autoencoders Florian Strub Romaric Gaudel Jérémie Mary 38 219 0 24 Jun 2016
Coupled Generative Adversarial Networks Ming Liu Oncel Tuzel OOD GAN 40 1,622 0 24 Jun 2016
Tagger: Deep Unsupervised Perceptual Grouping Klaus Greff Antti Rasmus Mathias Berglund T. Hao Jürgen Schmidhuber Harri Valpola OCL 32 161 0 21 Jun 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 44 6,447 0 21 Jun 2016
On Multiplicative Integration with Recurrent Neural Networks Yuhuai Wu Saizheng Zhang Wenjie Qu Yoshua Bengio Ruslan Salakhutdinov 34 154 0 21 Jun 2016
Relative Natural Gradient for Learning Large Complex Models Ke Sun Frank Nielsen 29 5 0 20 Jun 2016
On the Expressive Power of Deep Neural Networks M. Raghu Ben Poole Jon M. Kleinberg Surya Ganguli Jascha Narain Sohl-Dickstein 29 778 0 16 Jun 2016
Learning feed-forward one-shot learners Luca Bertinetto João F. Henriques Jack Valmadre Philip Torr Andrea Vedaldi 18 469 0 16 Jun 2016
Optimization Methods for Large-Scale Machine Learning Léon Bottou Frank E. Curtis J. Nocedal 108 3,178 0 15 Jun 2016
Multi-Modal Hybrid Deep Neural Network for Speech Enhancement Zhenzhou Wu S. Sivadas Yong Kiam Tan Ma Bin Rick Siow Mong Goh 27 16 0 15 Jun 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 106 4,212 0 12 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 158 8,932 0 10 Jun 2016
Convolutional Sketch Inversion Yağmur Güçlütürk Umut Güçlü R. Lier Marcel van Gerven CVBM 21 65 0 09 Jun 2016
Convolutional Neural Fabrics Shreyas Saxena Jakob Verbeek 24 225 0 08 Jun 2016
Structured Convolution Matrices for Energy-efficient Deep learning R. Appuswamy T. Nayak John V. Arthur S. K. Esser P. Merolla J. McKinstry T. Melano M. Flickner D. Modha 38 11 0 08 Jun 2016
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation Petteri Teikari Marc A. Santos Charissa Poon K. Hynynen 3DV 24 48 0 08 Jun 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 235 2,059 0 07 Jun 2016
Deep neural networks are robust to weight binarization and other non-linear distortions P. Merolla R. Appuswamy John V. Arthur S. K. Esser D. Modha OOD MQ 25 96 0 07 Jun 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 246 1,902 0 06 Jun 2016
Very Deep Convolutional Networks for Text Classification Alexis Conneau Holger Schwenk Loïc Barrault Yann LeCun AI4CE 29 320 0 06 Jun 2016
Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification Xilun Chen Yu Sun Ben Athiwaratkun Claire Cardie Kilian Q. Weinberger 224 315 0 06 Jun 2016
Deep Linear Discriminant Analysis on Fisher Networks: A Hybrid Architecture for Person Re-identification Lin Wu Chunhua Shen Anton Van Den Hengel 20 209 0 06 Jun 2016
Deep Q-Networks for Accelerating the Training of Deep Neural Networks Jie Fu AI4CE 46 11 0 05 Jun 2016
DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network Jared Katzman Uri Shaham Jonathan Bates A. Cloninger Tingting Jiang Y. Kluger BDL CML OOD 119 1,233 0 02 Jun 2016
Adversarially Learned Inference Vincent Dumoulin Ishmael Belghazi Ben Poole Olivier Mastropietro Alex Lamb Martín Arjovsky Aaron Courville GAN 20 1,310 0 02 Jun 2016
Deeper Depth Prediction with Fully Convolutional Residual Networks Iro Laina Christian Rupprecht Vasileios Belagiannis Federico Tombari Nassir Navab 3DV MDE 14 1,819 0 01 Jun 2016
Automatic tagging using deep convolutional neural networks Keunwoo Choi Gyorgy Fazekas Mark Sandler 24 328 0 01 Jun 2016
Asynchrony begets Momentum, with an Application to Deep Learning Jeff Donahue Philipp Krahenbuhl Stefan Hadjis Christopher Ré 55 141 0 31 May 2016
Parametric Exponential Linear Unit for Deep Convolutional Neural Networks Ludovic Trottier Philippe Giguère B. Chaib-draa 41 199 0 30 May 2016
Density estimation using Real NVP Falong Shen Jascha Sohl-Dickstein Gang Zeng DRL 35 44 0 27 May 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhehuai Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 110 18,268 0 27 May 2016
Robust Large Margin Deep Neural Networks Jure Sokolić Raja Giryes Guillermo Sapiro M. Rodrigues 26 307 0 26 May 2016