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
Enhancement of SSD by concatenating feature maps for object detection Jisoo Jeong Hyojin Park Nojun Kwak ObjD 29 317 0 26 May 2017
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 15 2,868 0 26 May 2017
Cross-Domain Perceptual Reward Functions Ashley D. Edwards Srijan Sood Charles Isbell 27 7 0 25 May 2017
Deep Voice 2: Multi-Speaker Neural Text-to-Speech Sercan Ö. Arik G. Diamos Andrew Gibiansky John Miller Kainan Peng Ming-Yu Liu Jonathan Raiman Yanqi Zhou 28 494 0 24 May 2017
Flow-GAN: Combining Maximum Likelihood and Adversarial Learning in Generative Models Aditya Grover Manik Dhar Stefano Ermon GAN 39 24 0 24 May 2017
Train longer, generalize better: closing the generalization gap in large batch training of neural networks Elad Hoffer Itay Hubara Daniel Soudry ODL 44 795 0 24 May 2017
Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach Aniruddh Raghu Matthieu Komorowski Leo Anthony Celi Peter Szolovits Marzyeh Ghassemi OffRL 16 192 0 23 May 2017
Supervised Community Detection with Line Graph Neural Networks Zhengdao Chen Xiang Li Joan Bruna 27 78 0 23 May 2017
Diminishing Batch Normalization Yintai Ma Diego Klabjan 36 15 0 22 May 2017
Facial Affect Estimation in the Wild Using Deep Residual and Convolutional Networks Behzad Hassani Mohammad H. Mahoor CVBM 32 24 0 22 May 2017
TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning W. Wen Cong Xu Feng Yan Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 22 984 0 22 May 2017
DepthCut: Improved Depth Edge Estimation Using Multiple Unreliable Channels Paul Guerrero H. Winnemöller Wilmot Li Niloy J. Mitra MDE 21 7 0 22 May 2017
Regularizing deep networks using efficient layerwise adversarial training S. Sankaranarayanan Arpit Jain Rama Chellappa Ser Nam Lim AAML 30 97 0 22 May 2017
Shake-Shake regularization Xavier Gastaldi 3DPC BDL OOD 36 380 0 21 May 2017
Incorporating Depth into both CNN and CRF for Indoor Semantic Segmentation Jindong Jiang Zhijun Zhang Yongqian Huang Lunan Zheng 45 28 0 21 May 2017
Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods Nicholas Carlini D. Wagner AAML 61 1,842 0 20 May 2017
MTDeep: Boosting the Security of Deep Neural Nets Against Adversarial Attacks with Moving Target Defense Sailik Sengupta Tathagata Chakraborti S. Kambhampati AAML 29 63 0 19 May 2017
Ensemble Adversarial Training: Attacks and Defenses Florian Tramèr Alexey Kurakin Nicolas Papernot Ian Goodfellow Dan Boneh Patrick McDaniel AAML 73 2,701 0 19 May 2017
Multi-Stage Variational Auto-Encoders for Coarse-to-Fine Image Generation Lei Cai Hongyang Gao Shuiwang Ji 28 68 0 19 May 2017
Deep De-Aliasing for Fast Compressive Sensing MRI Simiao Yu Hao Dong Guang Yang Greg Slabaugh Pier Luigi Dragotti ... Fangde Liu Simon Arridge J. Keegan D. Firmin Yike Guo MedIm OOD 29 58 0 19 May 2017
Improving classification accuracy of feedforward neural networks for spiking neuromorphic chips Antonio Jimeno Yepes Jianbin Tang B. Mashford 14 14 0 19 May 2017
The Kinetics Human Action Video Dataset W. Kay João Carreira Karen Simonyan Brian Zhang Chloe Hillier ... Tim Green T. Back Apostol Natsev Mustafa Suleyman Andrew Zisserman 100 3,759 0 19 May 2017
DeepXplore: Automated Whitebox Testing of Deep Learning Systems Kexin Pei Yinzhi Cao Junfeng Yang Suman Jana AAML 48 1,353 0 18 May 2017
Learning Features for Offline Handwritten Signature Verification using Deep Convolutional Neural Networks L. G. Hafemann R. Sabourin Luiz Eduardo Soares de Oliveira 35 304 0 16 May 2017
Reducing Bias in Production Speech Models Eric Battenberg R. Child Adam Coates Christopher Fougner Yashesh Gaur ... Vinay Rao S. Satheesh David Seetapun Anuroop Sriram Zhenyao Zhu 38 10 0 11 May 2017
A Cascaded Convolutional Neural Network for X-ray Low-dose CT Image Denoising Dufan Wu Kyungsang Kim Xiaofeng Liu Quanzheng Li MedIm OOD 34 65 0 11 May 2017
A Generative Model of People in Clothing Christoph Lassner Gerard Pons-Moll Peter V. Gehler 3DH 38 228 0 11 May 2017
Inferring and Executing Programs for Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Judy Hoffman Li Fei-Fei C. L. Zitnick Ross B. Girshick NAI 35 541 0 10 May 2017
Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN Hyeungill Lee Sungyeob Han Jungwoo Lee AAML GAN 8 149 0 09 May 2017
Convolutional Sequence to Sequence Learning Jonas Gehring Michael Auli David Grangier Denis Yarats Yann N. Dauphin AIMat 82 3,268 0 08 May 2017
Temporal Segment Networks for Action Recognition in Videos Limin Wang Yuanjun Xiong Zhe Wang Yu Qiao Dahua Lin Xiaoou Tang Luc Van Gool ViT 37 804 0 08 May 2017
ChineseFoodNet: A large-scale Image Dataset for Chinese Food Recognition Xin Chen Yu Zhu Huan Zhou Liang Diao Dongyan Wang 29 104 0 08 May 2017
Residual Squeeze VGG16 Hussam Qassim David Feinzimer Abhishek Verma VLM 24 21 0 05 May 2017
Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation G. Ning Zhi Zhang Zhiquan He GAN 29 169 0 05 May 2017
DeepCorrect: Correcting DNN models against Image Distortions Tejas S. Borkar Lina Karam 27 93 0 05 May 2017
Weakly-supervised Visual Grounding of Phrases with Linguistic Structures Fanyi Xiao Leonid Sigal Yong Jae Lee 35 139 0 03 May 2017
Cascaded Boundary Regression for Temporal Action Detection J. Gao Zhenheng Yang Ram Nevatia 37 219 0 02 May 2017
Deep Learning for Tumor Classification in Imaging Mass Spectrometry Jens Behrmann Christian Etmann T. Boskamp R. Casadonte J. Kriegsmann Peter Maass 29 104 0 02 May 2017
Lesion detection and Grading of Diabetic Retinopathy via Two-stages Deep Convolutional Neural Networks Yehui Yang Tao Li Wensi Li Haishan Wu Wei Fan Wensheng Zhang MedIm 38 174 0 02 May 2017
Deep Learning in the Automotive Industry: Applications and Tools André Luckow M. Cook Nathan Ashcraft Edwin Weill Emil Djerekarov Bennie Vorster 28 116 0 30 Apr 2017
Classical Planning in Deep Latent Space: Bridging the Subsymbolic-Symbolic Boundary Masataro Asai A. Fukunaga 16 170 0 29 Apr 2017
DeepArchitect: Automatically Designing and Training Deep Architectures Renato M. P. Negrinho Geoffrey J. Gordon 31 185 0 28 Apr 2017
Improving Facial Attribute Prediction using Semantic Segmentation Mahdi M. Kalayeh Boqing Gong M. Shah CVBM 24 88 0 27 Apr 2017
Complex spectrogram enhancement by convolutional neural network with multi-metrics learning Szu-Wei Fu Ting-Yao Hu Yu Tsao Xugang Lu 23 176 0 27 Apr 2017
DeepCCI: End-to-end Deep Learning for Chemical-Chemical Interaction Prediction Sunyoung Kwon Sungroh Yoon 19 52 0 27 Apr 2017
Question Answering on Knowledge Bases and Text using Universal Schema and Memory Networks Rajarshi Das Manzil Zaheer Siva Reddy Andrew McCallum 31 138 0 27 Apr 2017
AutoDIAL: Automatic DomaIn Alignment Layers Fabio Maria Carlucci Lorenzo Porzi Barbara Caputo Elisa Ricci Samuel Rota Buló 32 314 0 26 Apr 2017
Spatio-temporal Person Retrieval via Natural Language Queries Masataka Yamaguchi Kuniaki Saito Yoshitaka Ushiku Tatsuya Harada 27 57 0 26 Apr 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 76 2,558 0 25 Apr 2017
Inception Recurrent Convolutional Neural Network for Object Recognition Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha 39 86 0 25 Apr 2017