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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
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CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 152 2,517 0 29 Sep 2016
Cooperative Training of Descriptor and Generator Networks Jianwen Xie Yang Lu Ruiqi Gao Song-Chun Zhu Ying Nian Wu GAN 68 143 0 29 Sep 2016
Learning to Push by Grasping: Using multiple tasks for effective learning Lerrel Pinto Abhinav Gupta 76 134 0 28 Sep 2016
Byte-based Language Identification with Deep Convolutional Networks Johannes Bjerva 45 16 0 28 Sep 2016
YouTube-8M: A Large-Scale Video Classification Benchmark Sami Abu-El-Haija Nisarg Kothari Joonseok Lee Apostol Natsev G. Toderici Balakrishnan Varadarajan Sudheendra Vijayanarasimhan VLM 155 1,273 0 27 Sep 2016
Input Convex Neural Networks Brandon Amos Lei Xu J. Zico Kolter 295 627 0 22 Sep 2016
A Fully Convolutional Neural Network for Speech Enhancement Se Rim Park Jinwon Lee 114 372 0 22 Sep 2016
Neural Photo Editing with Introspective Adversarial Networks Andrew Brock Theodore Lim J. Ritchie Nick Weston GAN 80 459 0 22 Sep 2016
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations Itay Hubara Matthieu Courbariaux Daniel Soudry Ran El-Yaniv Yoshua Bengio MQ 191 1,872 0 22 Sep 2016
Semantic Tagging with Deep Residual Networks Johannes Bjerva Barbara Plank Johan Bos VLM SSeg 72 78 0 22 Sep 2016
Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre SSeg 121 385 0 22 Sep 2016
Deep Learning for Video Classification and Captioning Zuxuan Wu Ting Yao Yanwei Fu Yu-Gang Jiang 3DV VLM 71 124 0 22 Sep 2016
PixelNet: Towards a General Pixel-level Architecture Aayush Bansal Xinlei Chen Bryan C. Russell Abhinav Gupta Deva Ramanan SSeg 276 59 0 21 Sep 2016
SoftTarget Regularization: An Effective Technique to Reduce Over-Fitting in Neural Networks Armen Aghajanyan 68 16 0 21 Sep 2016
Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge Oriol Vinyals Alexander Toshev Samy Bengio D. Erhan 120 856 0 21 Sep 2016
FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for Expression Recognition Hui Ding S. Kevin Zhou Rama Chellappa CVBM 137 364 0 21 Sep 2016
From Facial Expression Recognition to Interpersonal Relation Prediction Zhanpeng Zhang Ping Luo Chen Change Loy Xiaoou Tang CVBM 66 272 0 21 Sep 2016
Deep CTR Prediction in Display Advertising Junxuan Chen Baigui Sun Hao Li Hongtao Lu Xiansheng Hua 3DV 120 131 0 20 Sep 2016
Enabling Dark Energy Science with Deep Generative Models of Galaxy Images Siamak Ravanbakhsh F. Lanusse Rachel Mandelbaum J. Schneider Barnabás Póczós 99 65 0 19 Sep 2016
Deep Kinematic Pose Regression Xingyi Zhou Xiao Sun Wei Zhang Shuang Liang Yichen Wei 3DH 78 265 0 17 Sep 2016
Information Theoretic Limits of Data Shuffling for Distributed Learning Mohamed Adel Attia Ravi Tandon FedML 69 40 0 16 Sep 2016
Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition Yağmur Güçlütürk Umut Güçlü Marcel van Gerven R. Lier CVBM 53 97 0 16 Sep 2016
Image-to-Markup Generation with Coarse-to-Fine Attention Yuntian Deng Anssi Kanervisto Jeffrey Ling Alexander M. Rush 66 230 0 16 Sep 2016
Predicting Shot Making in Basketball Learnt from Adversarial Multiagent Trajectories Mark Harmon Abdolghani Ebrahimi P. Lucey Diego Klabjan GAN 74 20 0 15 Sep 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 510 2,947 0 15 Sep 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 277 10,734 0 15 Sep 2016
Structured Dropout for Weak Label and Multi-Instance Learning and Its Application to Score-Informed Source Separation Sebastian Ewert Mark Sandler 53 23 0 15 Sep 2016
A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning T. Nathan Mundhenk G. Konjevod W. Sakla K. Boakye 93 338 0 14 Sep 2016
Convolutional Recurrent Neural Networks for Music Classification Keunwoo Choi Gyorgy Fazekas Mark Sandler Kyunghyun Cho 432 477 0 14 Sep 2016
Multimodal Attention for Neural Machine Translation Ozan Caglayan Loïc Barrault Fethi Bougares 79 76 0 13 Sep 2016
VIPLFaceNet: An Open Source Deep Face Recognition SDK Xin Liu Meina Kan Wanglong Wu Shiguang Shan Xilin Chen CVBM VLM 83 99 0 13 Sep 2016
Making Deep Neural Networks Robust to Label Noise: a Loss Correction Approach Giorgio Patrini A. Rozza A. Menon Richard Nock Zhuang Li NoLa 135 1,461 0 13 Sep 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 159 2,890 0 13 Sep 2016
Generative Visual Manipulation on the Natural Image Manifold Jun-Yan Zhu Philipp Krahenbuhl Eli Shechtman Alexei A. Efros GAN 87 1,399 0 12 Sep 2016
Energy-based Generative Adversarial Network Jiaqi Zhao Michaël Mathieu Yann LeCun GAN 160 1,115 0 11 Sep 2016
Automated detection of smuggled high-risk security threats using Deep Learning Nicolas Jaccard T. W. Rogers E. Morton Lewis D. Griffin 63 32 0 09 Sep 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 204 1,470 0 08 Sep 2016
Discrete Variational Autoencoders J. Rolfe BDL DRL 210 260 0 07 Sep 2016
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 153 677 0 07 Sep 2016
Hierarchical Multiscale Recurrent Neural Networks Junyoung Chung Sungjin Ahn Yoshua Bengio BDL 128 538 0 06 Sep 2016
Distribution-Specific Hardness of Learning Neural Networks Ohad Shamir 94 117 0 05 Sep 2016
Accurate De Novo Prediction of Protein Contact Map by Ultra-Deep Learning Model Sheng Wang S. Sun Zerui Li Renyu Zhang Jinbo Xu 81 824 0 02 Sep 2016
Defeating Image Obfuscation with Deep Learning R. McPherson Reza Shokri Vitaly Shmatikov CVBM 91 170 0 01 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 96 204 0 01 Sep 2016
Weakly Supervised PatchNets: Describing and Aggregating Local Patches for Scene Recognition Zhe Wang Limin Wang Yali Wang Bowen Zhang Yu Qiao 93 82 0 01 Sep 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 104 955 0 31 Aug 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 204 3,708 0 31 Aug 2016
PVANET: Deep but Lightweight Neural Networks for Real-time Object Detection Kye-Hyeon Kim Sanghoon Hong Byungseok Roh Yeongjae Cheon Minje Park ObjD VLM 87 208 0 29 Aug 2016
Linking Image and Text with 2-Way Nets Aviv Eisenschtat Lior Wolf 96 176 0 29 Aug 2016