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
Doubly Convolutional Neural Networks Shuangfei Zhai Yu Cheng Weining Lu Zhongfei Zhang OOD 3DV 14 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 30 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 16 864 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 24 160 0 13 Oct 2016
Predicting the dynamics of 2d objects with a deep residual network F. Fleuret 16 3 0 13 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
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 227 14,376 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 18 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 16 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 29 31 0 01 Oct 2016
Very Deep Convolutional Neural Networks for Raw Waveforms Wei Dai Chia Dai Shuhui Qu Juncheng Billy Li Samarjit Das 22 343 0 01 Oct 2016
Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction Junbo Zhang Yu Zheng Dekang Qi 3DPC AI4TS 35 2,024 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 2,470 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 187 601 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 42 1,842 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 26 383 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 30 850 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
Enabling Dark Energy Science with Deep Generative Models of Galaxy Images Siamak Ravanbakhsh F. Lanusse Rachel Mandelbaum J. Schneider Barnabás Póczós 30 65 0 19 Sep 2016
Pose from Action: Unsupervised Learning of Pose Features based on Motion Senthil Purushwalkam Abhinav Gupta SSL 26 23 0 18 Sep 2016
Deep Kinematic Pose Regression Xingyi Zhou Xiao Sun Wei Zhang Shuang Liang Yichen Wei 3DH 25 263 0 17 Sep 2016
Information Theoretic Limits of Data Shuffling for Distributed Learning Mohamed Adel Attia Ravi Tandon FedML 24 40 0 16 Sep 2016
Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition Yağmur Güçlütürk Umut Güçlü Marcel van Gerven R. Lier CVBM 26 97 0 16 Sep 2016
Predicting Shot Making in Basketball Learnt from Adversarial Multiagent Trajectories Mark Harmon Abdolghani Ebrahimi P. Lucey Diego Klabjan GAN 25 18 0 15 Sep 2016
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 40 6,141 0 15 Sep 2016
Structured Dropout for Weak Label and Multi-Instance Learning and Its Application to Score-Informed Source Separation Sebastian Ewert Mark Sandler 27 23 0 15 Sep 2016
A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning T. Nathan Mundhenk G. Konjevod W. Sakla K. Boakye 35 332 0 14 Sep 2016
Convolutional Recurrent Neural Networks for Music Classification Keunwoo Choi Gyorgy Fazekas Mark Sandler Kyunghyun Cho 15 476 0 14 Sep 2016
Multimodal Attention for Neural Machine Translation Ozan Caglayan Loïc Barrault Fethi Bougares 31 75 0 13 Sep 2016
Making Deep Neural Networks Robust to Label Noise: a Loss Correction Approach Giorgio Patrini A. Rozza A. Menon Richard Nock Lizhen Qu NoLa 51 1,435 0 13 Sep 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 72 2,868 0 13 Sep 2016
Energy-based Generative Adversarial Network Jun Zhao Michaël Mathieu Yann LeCun GAN 88 1,109 0 11 Sep 2016
Automated detection of smuggled high-risk security threats using Deep Learning Nicolas Jaccard T. W. Rogers E. Morton Lewis D. Griffin 24 32 0 09 Sep 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 92 1,462 0 08 Sep 2016
Discrete Variational Autoencoders J. Rolfe BDL DRL 35 254 0 07 Sep 2016