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
Multi-Task Domain Adaptation for Deep Learning of Instance Grasping from Simulation Kuan Fang Yunfei Bai Stefan Hinterstoißer Silvio Savarese Mrinal Kalakrishnan OOD 20 116 0 17 Oct 2017
A multi-branch convolutional neural network for detecting double JPEG compression Bin Li Hu Luo Haoxin Zhang Shunquan Tan Zhongzhou Ji 27 28 0 16 Oct 2017
A systematic study of the class imbalance problem in convolutional neural networks Mateusz Buda A. Maki Maciej Mazurowski 44 2,317 0 15 Oct 2017
Learning Independent Features with Adversarial Nets for Non-linear ICA Philemon Brakel Yoshua Bengio OOD CML 27 93 0 13 Oct 2017
Efficient Computation in Adaptive Artificial Spiking Neural Networks Davide Zambrano Roeland Nusselder H. Scholte S. Bohté 20 22 0 13 Oct 2017
Hierarchical Convolutional-Deconvolutional Neural Networks for Automatic Liver and Tumor Segmentation Yading Yuan 40 76 0 12 Oct 2017
Combining Learned and Analytical Models for Predicting Action Effects from Sensory Data Alina Kloss S. Schaal Jeannette Bohg 30 85 0 11 Oct 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 90 1,764 0 10 Oct 2017
Iterative PET Image Reconstruction Using Convolutional Neural Network Representation Kuang Gong Jiahui Guan Kyungsang Kim Xuezhu Zhang G. El Fakhri J. Qi Quanzheng Li MedIm 24 221 0 09 Oct 2017
Eigen-Distortions of Hierarchical Representations Alexander Berardino Johannes Ballé Valero Laparra Eero P. Simoncelli 29 69 0 06 Oct 2017
Neural network an1alysis of sleep stages enables efficient diagnosis of narcolepsy Jens B. Stephansen A. N. Olesen Mads Olsen A. Ambati E. Leary ... C. Kushida P. Peppard H. Sørensen P. Jennum Emmanuel Mignot 38 220 0 05 Oct 2017
Pyramidal RoR for Image Classification Ke Zhang Liru Guo Ce Gao Zhenbing Zhao 38 20 0 01 Oct 2017
Variational Grid Setting Network Yu-Neng Chuang Zi-Yu Huang Yen-Lung Tsai GAN 16 1 0 30 Sep 2017
Improving speech recognition by revising gated recurrent units Mirco Ravanelli Philemon Brakel M. Omologo Yoshua Bengio 19 52 0 29 Sep 2017
Riemannian approach to batch normalization Minhyung Cho Jaehyung Lee 29 93 0 27 Sep 2017
Connectivity Learning in Multi-Branch Networks Karim Ahmed Lorenzo Torresani 24 26 0 27 Sep 2017
Learning Energy-Based Models as Generative ConvNets via Multi-grid Modeling and Sampling Ruiqi Gao Yang Lu Junpei Zhou Song-Chun Zhu Ying Nian Wu 39 78 0 26 Sep 2017
Learning to Inpaint for Image Compression M. H. Baig V. Koltun Lorenzo Torresani AI4CE 19 55 0 26 Sep 2017
Comparison of Batch Normalization and Weight Normalization Algorithms for the Large-scale Image Classification Igor Gitman Boris Ginsburg 8 65 0 24 Sep 2017
FiLM: Visual Reasoning with a General Conditioning Layer Ethan Perez Florian Strub H. D. Vries Vincent Dumoulin Aaron Courville FAtt AIMat OffRL AI4CE 101 2,151 0 22 Sep 2017
CISRDCNN: Super-resolution of compressed images using deep convolutional neural networks Honggang Chen Xiaohai He Chao Ren L. Qing Qizhi Teng SupR 28 37 0 19 Sep 2017
Multi-scale Deep Learning Architectures for Person Re-identification Xuelin Qian Yanwei Fu Yu-Gang Jiang Tao Xiang Xiangyang Xue 33 276 0 15 Sep 2017
Disentangled Variational Auto-Encoder for Semi-supervised Learning Yang Li Quan Pan Suhang Wang Haiyun Peng Tao Yang Min Zhang DRL 21 86 0 15 Sep 2017
Learning Graph-Level Representation for Drug Discovery Junying Li Deng Cai Xiaofei He GNN AI4CE 26 115 0 12 Sep 2017
End-to-End Waveform Utterance Enhancement for Direct Evaluation Metrics Optimization by Fully Convolutional Neural Networks Szu-Wei Fu Tao-Wei Wang Yu Tsao Xugang Lu Hisashi Kawai 31 271 0 12 Sep 2017
Objectness Scoring and Detection Proposals in Forward-Looking Sonar Images with Convolutional Neural Networks Matias Valdenegro-Toro 38 25 0 08 Sep 2017
Improving Sonar Image Patch Matching via Deep Learning Matias Valdenegro-Toro 16 19 0 07 Sep 2017
A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging Keunwoo Choi Gyorgy Fazekas Kyunghyun Cho Mark Sandler 22 63 0 06 Sep 2017
Deep learning from crowds Filipe Rodrigues Francisco Câmara Pereira FedML NoLa 21 256 0 06 Sep 2017
Deep Learning Techniques for Music Generation -- A Survey Jean-Pierre Briot Gaëtan Hadjeres F. Pachet MGen 37 297 0 05 Sep 2017
Deep Ordinal Ranking for Multi-Category Diagnosis of Alzheimer's Disease using Hippocampal MRI data Hongming Li Mohamad Habes Yong-Xian Fan 32 34 0 05 Sep 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 60 26,038 0 05 Sep 2017
Deep learning: Technical introduction T. Epelbaum PINN 21 21 0 05 Sep 2017
WRPN: Wide Reduced-Precision Networks Asit K. Mishra Eriko Nurvitadhi Jeffrey J. Cook Debbie Marr MQ 39 266 0 04 Sep 2017
Adversarial Networks for Spatial Context-Aware Spectral Image Reconstruction from RGB Aitor Alvarez-Gila Joost van de Weijer Estíbaliz Garrote GAN 30 90 0 01 Sep 2017
Deep Learning to Improve Breast Cancer Early Detection on Screening Mammography Li Shen L. Margolies J. Rothstein Eugene Fluder R. McBride W. Sieh MedIm 25 757 0 30 Aug 2017
Reasoning about Fine-grained Attribute Phrases using Reference Games Jong-Chyi Su Chenyun Wu Huaizu Jiang Subhransu Maji 34 16 0 29 Aug 2017
Gradual Learning of Recurrent Neural Networks Ziv Aharoni Gal Rattner Haim Permuter AI4CE 22 4 0 29 Aug 2017
On denoising autoencoders trained to minimise binary cross-entropy Antonia Creswell Kai Arulkumaran Anil A. Bharath 22 72 0 28 Aug 2017
Deep Learning for Target Classification from SAR Imagery: Data Augmentation and Translation Invariance Hidetoshi Furukawa 24 66 0 26 Aug 2017
Leaf Counting with Deep Convolutional and Deconvolutional Networks Shubhra Aich Ian Stavness 21 154 0 24 Aug 2017
Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI A. Curiale F. D. Colavecchia P. Kaluza R. Isoardi G. Mato 13 22 0 24 Aug 2017
Reflection Separation and Deblurring of Plenoptic Images Paramanand Chandramouli M. Noroozi Paolo Favaro 3DH MDE 16 28 0 22 Aug 2017
Deep Residual Bidir-LSTM for Human Activity Recognition Using Wearable Sensors Yu Zhao Rennong Yang Guillaume Chevalier Maoguo Gong BDL HAI 16 311 0 22 Aug 2017
Sharpness-aware Low dose CT denoising using conditional generative adversarial network Xin Yi P. Babyn GAN MedIm 28 261 0 22 Aug 2017
Deep Convolutional Neural Networks for Raman Spectrum Recognition: A Unified Solution Jinchao Liu Margarita Osadchy L. Ashton Michael Foster C. Solomon S. Gibson 14 306 0 18 Aug 2017
High Efficient Reconstruction of Single-shot T2 Mapping from OverLapping-Echo Detachment Planar Imaging Based on Deep Residual Network C. Cai Yiqing Zeng Chao Wang S. Cai Jun Zhang Zhong Chen Xinghao Ding J. Zhong 24 1 0 17 Aug 2017
ConvNet Architecture Search for Spatiotemporal Feature Learning Du Tran Jamie Ray Zheng Shou Shih-Fu Chang Manohar Paluri 3DPC 40 382 0 16 Aug 2017
BitNet: Bit-Regularized Deep Neural Networks Aswin Raghavan Mohamed R. Amer S. Chai Graham Taylor MQ 38 10 0 16 Aug 2017
An ELU Network with Total Variation for Image Denoising Tianyang Wang Zhengrui Qin M. Zhu 24 23 0 14 Aug 2017