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
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 209 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 16 25 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 27 142 0 04 Oct 2016
X-CNN: Cross-modal Convolutional Neural Networks for Sparse Datasets Petar Velickovic Duo Wang Nicholas D. Lane Pietro Lió 18 31 0 01 Oct 2016
Very Deep Convolutional Neural Networks for Raw Waveforms Wei Dai Chia Dai Shuhui Qu Juncheng Billy Li Samarjit Das 17 343 0 01 Oct 2016
Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction Junbo Zhang Yu Zheng Dekang Qi 3DPC AI4TS 33 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 28 134 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 204 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 21 850 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 15 266 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 21 65 0 19 Sep 2016
Pose from Action: Unsupervised Learning of Pose Features based on Motion Senthil Purushwalkam Abhinav Gupta SSL 23 23 0 18 Sep 2016
Deep Kinematic Pose Regression Xingyi Zhou Xiao Sun Wei Zhang Shuang Liang Yichen Wei 3DH 11 263 0 17 Sep 2016
Information Theoretic Limits of Data Shuffling for Distributed Learning Mohamed Adel Attia Ravi Tandon FedML 19 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 18 97 0 16 Sep 2016
Predicting Shot Making in Basketball Learnt from Adversarial Multiagent Trajectories Mark Harmon Abdolghani Ebrahimi P. Lucey Diego Klabjan GAN 17 18 0 15 Sep 2016
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 14 6,136 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 19 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 32 331 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 2,866 0 13 Sep 2016
Energy-based Generative Adversarial Network J. Zhao Michaël Mathieu Yann LeCun GAN 56 1,108 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 77 1,460 0 08 Sep 2016
Discrete Variational Autoencoders J. Rolfe BDL DRL 35 254 0 07 Sep 2016
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 27 669 0 07 Sep 2016
Hierarchical Multiscale Recurrent Neural Networks Junyoung Chung Sungjin Ahn Yoshua Bengio BDL 31 534 0 06 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 16 204 0 01 Sep 2016
PVANET: Deep but Lightweight Neural Networks for Real-time Object Detection Kye-Hyeon Kim Sanghoon Hong Byungseok Roh Yeongjae Cheon Minje Park ObjD VLM 22 207 0 29 Aug 2016
Linking Image and Text with 2-Way Nets Aviv Eisenschtat Lior Wolf 27 176 0 29 Aug 2016
Learning Temporal Transformations From Time-Lapse Videos Yipin Zhou Tamara L. Berg 30 148 0 27 Aug 2016
Sympathy for the Details: Dense Trajectories and Hybrid Classification Architectures for Action Recognition César Roberto de Souza Adrien Gaidon E. Vig A. Peña 27 44 0 25 Aug 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 315 36,381 0 25 Aug 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Naresh Boddeti Marios Savvides MQ 27 251 0 22 Aug 2016
Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures S. H. HasanPour Mohammad Rouhani Mohsen Fayyaz Mohammad Sabokrou 18 118 0 22 Aug 2016
A Recurrent Encoder-Decoder Network for Sequential Face Alignment Xi Peng Rogerio Feris Xiaoyu Wang Dimitris N. Metaxas CVBM 180 140 0 19 Aug 2016
Decoupled Neural Interfaces using Synthetic Gradients Max Jaderberg Wojciech M. Czarnecki Simon Osindero Oriol Vinyals Alex Graves David Silver Koray Kavukcuoglu 13 353 0 18 Aug 2016