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
Deep Learning for Tumor Classification in Imaging Mass Spectrometry Jens Behrmann Christian Etmann T. Boskamp R. Casadonte J. Kriegsmann Peter Maass 24 104 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 14 116 0 30 Apr 2017
DeepArchitect: Automatically Designing and Training Deep Architectures Renato M. P. Negrinho Geoffrey J. Gordon 23 185 0 28 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 26 138 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
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 76 2,555 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
Multi-Task Video Captioning with Video and Entailment Generation Ramakanth Pasunuru Joey Tianyi Zhou 33 116 0 24 Apr 2017
Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural Network Method Xiao Han MedIm 53 155 0 24 Apr 2017
Residual Attention Network for Image Classification Fei Wang Mengqing Jiang Chao Qian Shuo Yang Cheng Li Honggang Zhang Xiaogang Wang Xiaoou Tang 66 3,288 0 23 Apr 2017
ScaleNet: Guiding Object Proposal Generation in Supermarkets and Beyond Siyuan Qiao Wei Shen Weichao Qiu Chenxi Liu Alan Yuille 22 36 0 22 Apr 2017
Robust, Deep and Inductive Anomaly Detection Raghavendra Chalapathy A. Menon Sanjay Chawla 21 161 0 22 Apr 2017
Solar Power Plant Detection on Multi-Spectral Satellite Imagery using Weakly-Supervised CNN with Feedback Features and m-PCNN Fusion Nevrez Imamoglu Motoki Kimura H. Miyamoto A. Fujita Ryosuke Nakamura 18 12 0 21 Apr 2017
End-to-End Unsupervised Deformable Image Registration with a Convolutional Neural Network B. D. de Vos F. Berendsen M. Viergever Marius Staring Ivana Išgum MedIm 30 442 0 20 Apr 2017
Deep Relaxation: partial differential equations for optimizing deep neural networks Pratik Chaudhari Adam M. Oberman Stanley Osher Stefano Soatto G. Carlier 27 153 0 17 Apr 2017
Deep Learning for Photoacoustic Tomography from Sparse Data Stephan Antholzer Markus Haltmeier Johannes Schwab 21 246 0 15 Apr 2017
Liquid Splash Modeling with Neural Networks Kiwon Um Xiangyu Y. Hu N. Thürey 28 87 0 14 Apr 2017
Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization Krishna Kumar Singh Yong Jae Lee 33 677 0 13 Apr 2017
Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis Rui Huang Shu Zhang Tianyu Li Ran He GAN CVBM 41 626 0 13 Apr 2017
2D-3D Pose Consistency-based Conditional Random Fields for 3D Human Pose Estimation Ju Yong Chang Kyoung Mu Lee 3DH 14 17 0 13 Apr 2017
Learning Two-Branch Neural Networks for Image-Text Matching Tasks Liwei Wang Yin Li Jing-ling Huang Svetlana Lazebnik VLM 27 494 0 11 Apr 2017
Learning Deep CNN Denoiser Prior for Image Restoration Peng Sun W. Zuo Shuhang Gu Lei Zhang SupR 55 1,831 0 11 Apr 2017
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs M. Simonovsky N. Komodakis GNN 21 1,221 0 10 Apr 2017
ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network Abhijit Guha Roy Sailesh Conjeti S. Karri Debdoot Sheet A. Katouzian Christian Wachinger Nassir Navab MedIm 38 530 0 07 Apr 2017
Object-Part Attention Model for Fine-grained Image Classification Yuxin Peng Xiangteng He Junjie Zhao OCL VLM 52 338 0 06 Apr 2017
The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification Cheng Ju Aurélien F. Bibaut Mark van der Laan UQCV 25 356 0 05 Apr 2017
Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders Jesse Engel Cinjon Resnick Adam Roberts Sander Dieleman Douglas Eck Karen Simonyan Mohammad Norouzi 32 613 0 05 Apr 2017
Online and Linear-Time Attention by Enforcing Monotonic Alignments Colin Raffel Minh-Thang Luong Peter J. Liu Ron J. Weiss Douglas Eck 27 255 0 03 Apr 2017
A Genetic Programming Approach to Designing Convolutional Neural Network Architectures Masanori Suganuma Shinichi Shirakawa T. Nagao 20 587 0 03 Apr 2017
Semi-Supervised Generation with Cluster-aware Generative Models Lars Maaløe Marco Fraccaro Ole Winther 20 28 0 03 Apr 2017
Sparse Autoencoder for Unsupervised Nucleus Detection and Representation in Histopathology Images L. Hou Vu Nguyen Dimitris Samaras Tahsin M. Kurc Yi Gao Tianhao Zhao Joel H. Saltz MedIm 32 143 0 03 Apr 2017
Snapshot Ensembles: Train 1, get M for free Gao Huang Yixuan Li Geoff Pleiss Zhuang Liu J. Hopcroft Kilian Q. Weinberger OOD FedML UQCV 45 935 0 01 Apr 2017
TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition Chih-Yao Ma Min-Hung Chen Z. Kira G. Al-Regib AI4TS 32 241 0 30 Mar 2017
DeNet: Scalable Real-time Object Detection with Directed Sparse Sampling Lachlan Tychsen-Smith L. Petersson ObjD 27 113 0 30 Mar 2017
Tacotron: Towards End-to-End Speech Synthesis Yuxuan Wang RJ Skerry-Ryan Daisy Stanton Yonghui Wu Ron J. Weiss ... Samy Bengio Quoc V. Le Yannis Agiomyrgiannakis R. Clark Rif A. Saurous 47 1,804 0 29 Mar 2017
Multi-Scale Dense Networks for Resource Efficient Image Classification Gao Huang Danlu Chen Tianhong Li Felix Wu L. V. D. van der Maaten Kilian Q. Weinberger VLM 24 137 0 29 Mar 2017
Mixture of Counting CNNs: Adaptive Integration of CNNs Specialized to Specific Appearance for Crowd Counting Shohei Kumagai Kazuhiro Hotta Takio Kurita 32 73 0 28 Mar 2017
StyleBank: An Explicit Representation for Neural Image Style Transfer Dongdong Chen Lu Yuan Jing Liao Nenghai Yu G. Hua 37 458 0 27 Mar 2017
Active Convolution: Learning the Shape of Convolution for Image Classification Yunho Jeon Junmo Kim 26 171 0 27 Mar 2017
Scaling the Scattering Transform: Deep Hybrid Networks Edouard Oyallon Eugene Belilovsky Sergey Zagoruyko 22 157 0 27 Mar 2017
More is Less: A More Complicated Network with Less Inference Complexity Xuanyi Dong Junshi Huang Yi Yang Shuicheng Yan 26 288 0 25 Mar 2017
Sequence-to-Sequence Models Can Directly Translate Foreign Speech Ron J. Weiss J. Chorowski Navdeep Jaitly Yonghui Wu Z. Chen 28 341 0 24 Mar 2017
Batch-normalized joint training for DNN-based distant speech recognition Mirco Ravanelli Philemon Brakel M. Omologo Yoshua Bengio 13 35 0 24 Mar 2017
DeepVisage: Making face recognition simple yet with powerful generalization skills A. Hasnat Julien Bohné Jonathan Milgram S. Gentric Liming Chen CVBM 38 46 0 24 Mar 2017
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders Fengfu Li Hong Qiao Bo-Wen Zhang Xuanyang Xi SSL 13 246 0 23 Mar 2017
Image-based Localization using Hourglass Networks Iaroslav Melekhov Juha Ylioinas Arno Solin Esa Rahtu 26 195 0 23 Mar 2017
Failures of Gradient-Based Deep Learning Shai Shalev-Shwartz Ohad Shamir Shaked Shammah ODL UQCV 34 198 0 23 Mar 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 31 48 0 22 Mar 2017
Testing and Learning on Distributions with Symmetric Noise Invariance H. Law C. Yau Dino Sejdinovic 26 7 0 22 Mar 2017