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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
Learning Temporal Transformations From Time-Lapse Videos Yipin Zhou Tamara L. Berg 94 148 0 27 Aug 2016
A Boundary Tilting Persepective on the Phenomenon of Adversarial Examples T. Tanay Lewis D. Griffin AAML 103 272 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 63 44 0 25 Aug 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 971 36,939 0 25 Aug 2016
Recurrent Neural Networks With Limited Numerical Precision Joachim Ott Zhouhan Lin Yanzhe Zhang Shih-Chii Liu Yoshua Bengio MQ 100 77 0 24 Aug 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Boddeti Marios Savvides MQ 78 253 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 96 120 0 22 Aug 2016
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain Segmentation Hao Chen Qi Dou Lequan Yu Pheng-Ann Heng 86 140 0 21 Aug 2016
A Recurrent Encoder-Decoder Network for Sequential Face Alignment Xi Peng Rogerio Feris Xiaoyu Wang Dimitris N. Metaxas CVBM 237 13 0 19 Aug 2016
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 423 1,896 0 18 Aug 2016
Decoupled Neural Interfaces using Synthetic Gradients Max Jaderberg Wojciech M. Czarnecki Simon Osindero Oriol Vinyals Alex Graves David Silver Koray Kavukcuoglu 95 358 0 18 Aug 2016
Mollifying Networks Çağlar Gülçehre Marcin Moczulski Francesco Visin Yoshua Bengio 97 46 0 17 Aug 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 286 8,599 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 57 51 0 15 Aug 2016
Generative and Discriminative Voxel Modeling with Convolutional Neural Networks Andrew Brock Theodore Lim J. Ritchie Nick Weston 94 584 0 15 Aug 2016
A Riemannian Network for SPD Matrix Learning Zhiwu Huang Luc Van Gool 96 399 0 15 Aug 2016
Stacked Approximated Regression Machine: A Simple Deep Learning Approach Zhangyang Wang Shiyu Chang Qing Ling Shuai Huang Helen Zhou Honghui Shi Thomas S. Huang BDL 119 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 160 7,038 0 13 Aug 2016
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation Rudra P. K. Poudel P. Lamata Giovanni Montana MedIm 72 248 0 13 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 207 2,345 0 12 Aug 2016
3D Human Pose Estimation Using Convolutional Neural Networks with 2D Pose Information Sungheon Park Jihye Hwang Nojun Kwak 3DH 89 154 0 10 Aug 2016
Towards cross-lingual distributed representations without parallel text trained with adversarial autoencoders Antonio Valerio Miceli Barone 76 120 0 09 Aug 2016
Residual Networks of Residual Networks: Multilevel Residual Networks Ke Zhang Miao Sun T. Han Xingfang Yuan Liru Guo Tao Liu 101 308 0 09 Aug 2016
Temporal Segment Networks: Towards Good Practices for Deep Action Recognition Limin Wang Yuanjun Xiong Zhe Wang Yu Qiao Dahua Lin Xiaoou Tang Luc Van Gool ViT 129 3,846 0 02 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 88 146 0 02 Aug 2016
Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks Michele Volpi D. Tuia SSeg 87 478 0 02 Aug 2016
Structured prediction models for RNN based sequence labeling in clinical text Abhyuday N. Jagannatha Hong-ye Yu 87 199 0 01 Aug 2016
Learning deep representation from coarse to fine for face alignment Zhiwen Shao Shouhong Ding Yiru Zhao Qinchuan Zhang Lizhuang Ma CVBM 3DV 82 16 0 31 Jul 2016
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification Rahul Rama Varior Mrinal Haloi G. Wang 86 796 0 28 Jul 2016
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding Vardan Papyan Yaniv Romano Michael Elad 135 287 0 27 Jul 2016
End-to-End Image Super-Resolution via Deep and Shallow Convolutional Networks Yifan Wang Lijun Wang Hongyu Wang P. Li SupR OOD 72 140 0 26 Jul 2016
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation Yaroslav Ganin Daniil Kononenko Diana Sungatullina Victor Lempitsky CVBM 84 122 0 25 Jul 2016
Geometric Neural Phrase Pooling: Modeling the Spatial Co-occurrence of Neurons Lingxi Xie Qi Tian John Flynn Jingdong Wang Alan Yuille 52 11 0 21 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 437 10,556 0 21 Jul 2016
Trunk-Branch Ensemble Convolutional Neural Networks for Video-based Face Recognition Changxing Ding Dacheng Tao CVBM 112 390 0 19 Jul 2016
Generating Images Part by Part with Composite Generative Adversarial Networks Hanock Kwak Byoung-Tak Zhang GAN 120 40 0 19 Jul 2016
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 147 463 0 16 Jul 2016
Analyzing features learned for Offline Signature Verification using Deep CNNs L. G. Hafemann R. Sabourin Luiz Eduardo Soares de Oliveira 83 0 0 15 Jul 2016
DSD: Dense-Sparse-Dense Training for Deep Neural Networks Song Han Jeff Pool Sharan Narang Huizi Mao Enhao Gong ... Peter Vajda Manohar Paluri J. Tran Bryan Catanzaro W. Dally CVBM 76 83 0 15 Jul 2016
Classifying Variable-Length Audio Files with All-Convolutional Networks and Masked Global Pooling L. Hertel Huy P Phan Alfred Mertins 40 19 0 11 Jul 2016
Acoustic scene classification using convolutional neural network and multiple-width frequency-delta data augmentation Yoonchang Han Kyogu Lee 69 8 0 08 Jul 2016
Watch This: Scalable Cost-Function Learning for Path Planning in Urban Environments Markus Wulfmeier Dominic Zeng Wang Ingmar Posner 80 114 0 08 Jul 2016
AdaNet: Adaptive Structural Learning of Artificial Neural Networks Corinna Cortes X. Gonzalvo Vitaly Kuznetsov M. Mohri Scott Yang 97 285 0 05 Jul 2016
Fully-Convolutional Siamese Networks for Object Tracking Luca Bertinetto Jack Valmadre João F. Henriques Andrea Vedaldi Philip Torr VOT 86 3,891 0 30 Jun 2016
Actor-critic versus direct policy search: a comparison based on sample complexity Arnaud de Froissard de Broissia Olivier Sigaud 61 12 0 29 Jun 2016
Diversified Visual Attention Networks for Fine-Grained Object Classification Bo Zhao Xiao-Jun Wu Jiashi Feng Qiang Peng Shuicheng Yan 107 366 0 28 Jun 2016
Improved Recurrent Neural Networks for Session-based Recommendations Yong Kiam Tan Xinxing Xu Yong-Jin Liu 71 744 0 27 Jun 2016
Detection of concealed cars in complex cargo X-ray imagery using Deep Learning Nicolas Jaccard T. W. Rogers E. Morton Lewis D. Griffin 85 67 0 26 Jun 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 61 513 0 25 Jun 2016
Hybrid Recommender System based on Autoencoders Florian Strub Romaric Gaudel Jérémie Mary 120 219 0 24 Jun 2016