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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
Ultimate tensorization: compressing convolutional and FC layers alike T. Garipov D. Podoprikhin Alexander Novikov Dmitry Vetrov 78 191 0 10 Nov 2016
The Loss Surface of Residual Networks: Ensembles and the Role of Batch Normalization Etai Littwin Lior Wolf UQCV 164 15 0 08 Nov 2016
Divide and Conquer Networks Alex W. Nowak David Folqué Joan Bruna 161 21 0 08 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 133 1,005 0 07 Nov 2016
Spatiotemporal Residual Networks for Video Action Recognition Christoph Feichtenhofer A. Pinz Richard P. Wildes 137 719 0 07 Nov 2016
Neural Networks Designing Neural Networks: Multi-Objective Hyper-Parameter Optimization S. C. Smithson Guang Yang W. Gross B. Meyer 75 90 0 07 Nov 2016
Fixed-point Factorized Networks Peisong Wang Jian Cheng MQ 77 43 0 07 Nov 2016
Regularizing CNNs with Locally Constrained Decorrelations Pau Rodríguez López Jordi Gonzalez Guillem Cucurull J. M. Gonfaus F. X. Roca 82 133 0 07 Nov 2016
High-Resolution Semantic Labeling with Convolutional Neural Networks Emmanuel Maggiori Y. Tarabalka Guillaume Charpiat Pierre Alliez SSeg 70 172 0 07 Nov 2016
DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing Shuochao Yao Shaohan Hu Yiran Zhao Aston Zhang Tarek Abdelzaher HAI AI4TS 101 627 0 07 Nov 2016
AC-BLSTM: Asymmetric Convolutional Bidirectional LSTM Networks for Text Classification Depeng Liang Yongdong Zhang 76 23 0 07 Nov 2016
Entropy-SGD: Biasing Gradient Descent Into Wide Valleys Pratik Chaudhari A. Choromańska Stefano Soatto Yann LeCun Carlo Baldassi C. Borgs J. Chayes Levent Sagun R. Zecchina ODL 106 775 0 06 Nov 2016
Generative Adversarial Networks as Variational Training of Energy Based Models Shuangfei Zhai Yu Cheng Rogerio Feris Zhongfei Zhang GAN 66 31 0 06 Nov 2016
End-to-end Optimized Image Compression Johannes Ballé Valero Laparra Eero P. Simoncelli DRL 150 1,724 0 05 Nov 2016
Generative Multi-Adversarial Networks Ishan Durugkar I. Gemp Sridhar Mahadevan GAN 99 345 0 05 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 531 5,389 0 05 Nov 2016
Topology and Geometry of Half-Rectified Network Optimization C. Freeman Joan Bruna 254 235 0 04 Nov 2016
Semi-supervised deep learning by metric embedding Elad Hoffer Nir Ailon SSL 68 27 0 04 Nov 2016
Sparsely-Connected Neural Networks: Towards Efficient VLSI Implementation of Deep Neural Networks A. Ardakani C. Condo W. Gross 86 42 0 04 Nov 2016
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 489 3,151 0 04 Nov 2016
Deep Information Propagation S. Schoenholz Justin Gilmer Surya Ganguli Jascha Narain Sohl-Dickstein 98 371 0 04 Nov 2016
Demystifying ResNet Sihan Li Jiantao Jiao Yanjun Han Tsachy Weissman 74 38 0 03 Nov 2016
Deep Learning Approximation for Stochastic Control Problems Jiequn Han E. Weinan BDL 63 197 0 02 Nov 2016
Neural Machine Translation in Linear Time Nal Kalchbrenner L. Espeholt Karen Simonyan Aaron van den Oord Alex Graves Koray Kavukcuoglu AIMat 124 553 0 31 Oct 2016
A deep convolutional neural network using directional wavelets for low-dose X-ray CT reconstruction Eunhee Kang Junhong Min J. C. Ye OOD MedIm 82 770 0 31 Oct 2016
Doubly Convolutional Neural Networks Shuangfei Zhai Yu Cheng Weining Lu Zhongfei Zhang OOD 3DV 71 63 0 30 Oct 2016
Compact Deep Convolutional Neural Networks With Coarse Pruning S. Anwar Wonyong Sung 3DPC 65 55 0 30 Oct 2016
Improving Sampling from Generative Autoencoders with Markov Chains Antonia Creswell Kai Arulkumaran Anil Anthony Bharath BDL SyDa GAN 90 10 0 28 Oct 2016
Learnable Visual Markers O. Grinchuk V. Lebedev Victor Lempitsky GAN 32 13 0 28 Oct 2016
SoundNet: Learning Sound Representations from Unlabeled Video Y. Aytar Carl Vondrick Antonio Torralba SSL 168 1,045 0 27 Oct 2016
Learning Scalable Deep Kernels with Recurrent Structure Maruan Al-Shedivat A. Wilson Yunus Saatchi Zhiting Hu Eric Xing BDL 104 105 0 27 Oct 2016
Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin Mohsen Ghafoorian N. Karssemeijer Tom Heskes M. Bergkamp Joost Wissink ... K. Keizer F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel MedIm 276 125 0 24 Oct 2016
Small-footprint Highway Deep Neural Networks for Speech Recognition Liang Lu Steve Renals 153 16 0 18 Oct 2016
Master's Thesis : Deep Learning for Visual Recognition Rémi Cadène Nicolas Thome Matthieu Cord 119 4 0 18 Oct 2016
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering Bo Yang Xiao Fu N. Sidiropoulos Mingyi Hong DRL 96 880 0 15 Oct 2016
Amortised MAP Inference for Image Super-resolution C. Sønderby Jose Caballero Lucas Theis Wenzhe Shi Ferenc Huszár 101 435 0 14 Oct 2016
Removal of Batch Effects using Distribution-Matching Residual Networks Uri Shaham Kelly P. Stanton Jun Zhao Huamin Li K. Raddassi Ruth R. Montgomery Y. Kluger 107 163 0 13 Oct 2016
Towards end-to-end optimisation of functional image analysis pipelines A. Vilamala Kristoffer Hougaard Madsen Lars Kai Hansen MedIm 35 2 0 13 Oct 2016
Multiple Instance Learning Convolutional Neural Networks for Object Recognition Miao Sun T. Han Ming-Chang Liu Ahmad Khodayari-Rostamabad SSL 78 47 0 11 Oct 2016
Very Deep Convolutional Networks for End-to-End Speech Recognition Yu Zhang William Chan Navdeep Jaitly AI4TS 101 412 0 10 Oct 2016
Generative Adversarial Nets from a Density Ratio Estimation Perspective Masatoshi Uehara Issei Sato Masahiro Suzuki Kotaro Nakayama Y. Matsuo GAN 97 104 0 10 Oct 2016
Deep Pyramidal Residual Networks Dongyoon Han Jiwhan Kim Junmo Kim 136 694 0 10 Oct 2016
Impatient DNNs - Deep Neural Networks with Dynamic Time Budgets Manuel Amthor E. Rodner Joachim Denzler 110 17 0 10 Oct 2016
Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition Zecheng Xie Zenghui Sun Lianwen Jin Hao Ni Terry Lyons 118 124 0 09 Oct 2016
Crafting GBD-Net for Object Detection Xingyu Zeng Wanli Ouyang Junjie Yan Hongsheng Li Tong Xiao ... Yucong Zhou Binh Yang Zhe Wang Hui Zhou Xiaogang Wang ObjD 84 138 0 08 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.5K 14,648 0 07 Oct 2016
Learning Grimaces by Watching TV Samuel Albanie Andrea Vedaldi CVBM 48 24 0 07 Oct 2016
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding Dan Alistarh Demjan Grubic Jerry Li Ryota Tomioka Milan Vojnović MQ 84 421 0 07 Oct 2016
Multiple Regularizations Deep Learning for Paddy Growth Stages Classification from LANDSAT-8 Ines Heidieni Ikasari Vina Ayumi M. I. Fanany S. Mulyono 44 25 0 06 Oct 2016
Ischemic Stroke Identification Based on EEG and EOG using 1D Convolutional Neural Network and Batch Normalization Endang Purnama Giri M. I. Fanany A. M. Arymurthy 75 57 0 06 Oct 2016