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
Learning to Play Guess Who? and Inventing a Grounded Language as a Consequence Emilio Jorge Mikael Kågebäck Fredrik D. Johansson E. Gustavsson 34 67 0 10 Nov 2016
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Divide and Conquer Networks Alex W. Nowak David Folqué Joan Bruna 34 20 0 08 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 59 1,000 0 07 Nov 2016
Spatiotemporal Residual Networks for Video Action Recognition Christoph Feichtenhofer A. Pinz Richard P. Wildes 68 716 0 07 Nov 2016
Regularizing CNNs with Locally Constrained Decorrelations Pau Rodríguez López Jordi Gonzalez Guillem Cucurull J. M. Gonfaus F. X. Roca 37 133 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 30 617 0 07 Nov 2016
Generative Adversarial Networks as Variational Training of Energy Based Models Shuangfei Zhai Yu Cheng Rogerio Feris Zhongfei Zhang GAN 14 30 0 06 Nov 2016
Generative Multi-Adversarial Networks Ishan Durugkar I. Gemp Sridhar Mahadevan GAN 36 342 0 05 Nov 2016
Topology and Geometry of Half-Rectified Network Optimization C. Freeman Joan Bruna 19 233 0 04 Nov 2016
Sparsely-Connected Neural Networks: Towards Efficient VLSI Implementation of Deep Neural Networks A. Ardakani C. Condo W. Gross 33 40 0 04 Nov 2016
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 298 3,115 0 04 Nov 2016
Demystifying ResNet Sihan Li Jiantao Jiao Yanjun Han Tsachy Weissman 38 38 0 03 Nov 2016
Deep Learning Approximation for Stochastic Control Problems Jiequn Han E. Weinan BDL 26 191 0 02 Nov 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 28 763 0 31 Oct 2016
Doubly Convolutional Neural Networks Shuangfei Zhai Yu Cheng Weining Lu Zhongfei Zhang OOD 3DV 22 63 0 30 Oct 2016
Compact Deep Convolutional Neural Networks With Coarse Pruning S. Anwar Wonyong Sung 3DPC 23 55 0 30 Oct 2016
Learning Scalable Deep Kernels with Recurrent Structure Maruan Al-Shedivat A. Wilson Yunus Saatchi Zhiting Hu Eric Xing BDL 13 104 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 212 123 0 24 Oct 2016
Small-footprint Highway Deep Neural Networks for Speech Recognition Liang Lu Steve Renals 38 15 0 18 Oct 2016
Master's Thesis : Deep Learning for Visual Recognition Rémi Cadène Nicolas Thome Matthieu Cord 37 4 0 18 Oct 2016
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering Bo Yang Xiao Fu N. Sidiropoulos Mingyi Hong DRL 16 866 0 15 Oct 2016
Amortised MAP Inference for Image Super-resolution C. Sønderby Jose Caballero Lucas Theis Wenzhe Shi Ferenc Huszár 41 433 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 26 160 0 13 Oct 2016
Predicting the dynamics of 2d objects with a deep residual network François Fleuret 24 3 0 13 Oct 2016
Deep Pyramidal Residual Networks Dongyoon Han Jiwhan Kim Junmo Kim 26 689 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 43 122 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 24 138 0 08 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 269 14,395 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 24 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 22 56 0 06 Oct 2016
A Deep Spatial Contextual Long-term Recurrent Convolutional Network for Saliency Detection Nian Liu Junwei Han 38 189 0 06 Oct 2016
Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNs Limin Wang Sheng Guo Weilin Huang Yuanjun Xiong Yu Qiao 35 142 0 04 Oct 2016
X-CNN: Cross-modal Convolutional Neural Networks for Sparse Datasets Petar Velickovic Duo Wang Nicholas D. Lane Pietro Lio 34 31 0 01 Oct 2016
Very Deep Convolutional Neural Networks for Raw Waveforms Wei Dai Chia Dai Shuhui Qu Juncheng Billy Li Samarjit Das 22 342 0 01 Oct 2016
Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction Junbo Zhang Yu Zheng Dekang Qi 3DPC AI4TS 47 2,026 0 01 Oct 2016
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 59 2,473 0 29 Sep 2016
Cooperative Training of Descriptor and Generator Networks Jianwen Xie Yang Lu Ruiqi Gao Song-Chun Zhu Ying Nian Wu GAN 26 140 0 29 Sep 2016
Learning to Push by Grasping: Using multiple tasks for effective learning Lerrel Pinto Abhinav Gupta 31 134 0 28 Sep 2016
Byte-based Language Identification with Deep Convolutional Networks Johannes Bjerva 21 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 53 1,261 0 27 Sep 2016
Input Convex Neural Networks Brandon Amos Lei Xu J. Zico Kolter 187 603 0 22 Sep 2016
Neural Photo Editing with Introspective Adversarial Networks Andrew Brock Theodore Lim J. Ritchie Nick Weston GAN 27 457 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 54 1,846 0 22 Sep 2016
Semantic Tagging with Deep Residual Networks Johannes Bjerva Barbara Plank Johan Bos VLM SSeg 25 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 32 384 0 22 Sep 2016
PixelNet: Towards a General Pixel-level Architecture Aayush Bansal Xinlei Chen Bryan C. Russell Abhinav Gupta Deva Ramanan SSeg 210 58 0 21 Sep 2016
Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge Oriol Vinyals Alexander Toshev Samy Bengio D. Erhan 30 851 0 21 Sep 2016
FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for Expression Recognition Hui Ding S. Kevin Zhou Rama Chellappa CVBM 39 363 0 21 Sep 2016
From Facial Expression Recognition to Interpersonal Relation Prediction Zhanpeng Zhang Ping Luo Chen Change Loy Xiaoou Tang CVBM 23 266 0 21 Sep 2016