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
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
Enabling Dark Energy Science with Deep Generative Models of Galaxy Images Siamak Ravanbakhsh F. Lanusse Rachel Mandelbaum J. Schneider Barnabás Póczós 36 65 0 19 Sep 2016
Pose from Action: Unsupervised Learning of Pose Features based on Motion Senthil Purushwalkam Abhinav Gupta SSL 29 23 0 18 Sep 2016
Deep Kinematic Pose Regression Xingyi Zhou Xiao Sun Wei Zhang Shuang Liang Yichen Wei 3DH 30 264 0 17 Sep 2016
Information Theoretic Limits of Data Shuffling for Distributed Learning Mohamed Adel Attia Ravi Tandon FedML 27 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
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 96 10,608 0 15 Sep 2016
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 66 6,145 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 35 333 0 14 Sep 2016
Convolutional Recurrent Neural Networks for Music Classification Keunwoo Choi Gyorgy Fazekas Mark Sandler Kyunghyun Cho 27 476 0 14 Sep 2016
Multimodal Attention for Neural Machine Translation Ozan Caglayan Loïc Barrault Fethi Bougares 34 75 0 13 Sep 2016
VIPLFaceNet: An Open Source Deep Face Recognition SDK Xin Liu Meina Kan Wanglong Wu Shiguang Shan Xilin Chen CVBM VLM 38 99 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 1,437 0 13 Sep 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 72 2,870 0 13 Sep 2016
Energy-based Generative Adversarial Network Jun Zhao Michaël Mathieu Yann LeCun GAN 91 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 106 1,462 0 08 Sep 2016
Discrete Variational Autoencoders J. Rolfe BDL DRL 35 255 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 50 670 0 07 Sep 2016
Hierarchical Multiscale Recurrent Neural Networks Junyoung Chung Sungjin Ahn Yoshua Bengio BDL 40 534 0 06 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 24 204 0 01 Sep 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 23 936 0 31 Aug 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 90 3,660 0 31 Aug 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 Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 345 36,437 0 25 Aug 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Boddeti Marios Savvides MQ 32 251 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 23 119 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 47 354 0 18 Aug 2016
Mollifying Networks Çağlar Gülçehre Marcin Moczulski Francesco Visin Yoshua Bengio 23 46 0 17 Aug 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 80 8,465 0 16 Aug 2016
Design of Efficient Convolutional Layers using Single Intra-channel Convolution, Topological Subdivisioning and Spatial "Bottleneck" Structure Min Wang Baoyuan Liu H. Foroosh 27 51 0 15 Aug 2016
Generative and Discriminative Voxel Modeling with Convolutional Neural Networks Andrew Brock Theodore Lim J. Ritchie Nick Weston 26 577 0 15 Aug 2016
A Riemannian Network for SPD Matrix Learning Zhiwu Huang Luc Van Gool 20 392 0 15 Aug 2016
Stacked Approximated Regression Machine: A Simple Deep Learning Approach Zhangyang Wang Shiyu Chang Qing Ling Shuai Huang Xia Hu Honghui Shi Thomas S. Huang BDL 15 2 0 14 Aug 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 77 6,931 0 13 Aug 2016
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation Rudra P. K. Poudel P. Lamata Giovanni Montana MedIm 22 247 0 13 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 47 2,323 0 12 Aug 2016
3D Human Pose Estimation Using Convolutional Neural Networks with 2D Pose Information Sungheon Park Jihye Hwang Nojun Kwak 3DH 22 154 0 10 Aug 2016
Towards cross-lingual distributed representations without parallel text trained with adversarial autoencoders Antonio Valerio Miceli Barone 16 120 0 09 Aug 2016
Residual Networks of Residual Networks: Multilevel Residual Networks Ke Zhang Miao Sun T. Han Xingfang Yuan Liru Guo Tao Liu 26 303 0 09 Aug 2016
CUHK & ETHZ & SIAT Submission to ActivityNet Challenge 2016 Yuanjun Xiong Limin Wang Zhe Wang Bowen Zhang Hang Song Wei Li Dahua Lin Yu Qiao Luc Van Gool Xiaoou Tang 38 146 0 02 Aug 2016
Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks Michele Volpi D. Tuia SSeg 26 475 0 02 Aug 2016