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"

50 / 7,097 papers shown

Title
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 47 8,448 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 24 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 4 393 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 Kaicheng Zhang W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 62 6,927 0 13 Aug 2016
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation Rudra P. K. Poudel P. Lamata Giovanni Montana MedIm 14 247 0 13 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 47 2,320 0 12 Aug 2016
3D Human Pose Estimation Using Convolutional Neural Networks with 2D Pose Information Sungheon Park Jihye Hwang Nojun Kwak 3DH 6 154 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 18 303 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 35 146 0 02 Aug 2016
Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks Michele Volpi D. Tuia SSeg 21 474 0 02 Aug 2016
Structured prediction models for RNN based sequence labeling in clinical text Abhyuday N. Jagannatha Hong-ye Yu 26 199 0 01 Aug 2016
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification Rahul Rama Varior Mrinal Haloi G. Wang 26 795 0 28 Jul 2016
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding Vardan Papyan Yaniv Romano Michael Elad 59 284 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 32 140 0 26 Jul 2016
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation Yaroslav Ganin Daniil Kononenko Diana Sungatullina Victor Lempitsky CVBM 27 122 0 25 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 37 10,307 0 21 Jul 2016
Trunk-Branch Ensemble Convolutional Neural Networks for Video-based Face Recognition Changxing Ding Dacheng Tao CVBM 48 387 0 19 Jul 2016
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 95 456 0 16 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 27 83 0 15 Jul 2016
Application of Convolutional Neural Network for Image Classification on Pascal VOC Challenge 2012 dataset Suyash Shetty 166 33 0 13 Jul 2016
Re-presenting a Story by Emotional Factors using Sentimental Analysis Method Hwiyeol Jo Yohan Moon Jong In Kim Jeong Ryu 10 0 0 13 Jul 2016
Classifying Variable-Length Audio Files with All-Convolutional Networks and Masked Global Pooling L. Hertel Huy P Phan Alfred Mertins 24 19 0 11 Jul 2016
Acoustic scene classification using convolutional neural network and multiple-width frequency-delta data augmentation Yoonchang Han Kyogu Lee 35 48 0 08 Jul 2016
Watch This: Scalable Cost-Function Learning for Path Planning in Urban Environments Markus Wulfmeier Dominic Zeng Wang Ingmar Posner 14 114 0 08 Jul 2016
AdaNet: Adaptive Structural Learning of Artificial Neural Networks Corinna Cortes X. Gonzalvo Vitaly Kuznetsov M. Mohri Scott Yang 29 282 0 05 Jul 2016
Actor-critic versus direct policy search: a comparison based on sample complexity Arnaud de Froissard de Broissia Olivier Sigaud 18 12 0 29 Jun 2016
Improved Recurrent Neural Networks for Session-based Recommendations Yong Kiam Tan Xinxing Xu Yong-Jin Liu 26 732 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 16 66 0 26 Jun 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 15 512 0 25 Jun 2016
Hybrid Recommender System based on Autoencoders Florian Strub Romaric Gaudel Jérémie Mary 38 219 0 24 Jun 2016
Coupled Generative Adversarial Networks Ming-Yu Liu Oncel Tuzel OOD GAN 22 1,622 0 24 Jun 2016
Tagger: Deep Unsupervised Perceptual Grouping Klaus Greff Antti Rasmus Mathias Berglund T. Hao Jürgen Schmidhuber Harri Valpola OCL 24 161 0 21 Jun 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 44 6,443 0 21 Jun 2016
On Multiplicative Integration with Recurrent Neural Networks Yuhuai Wu Saizheng Zhang Wenjie Qu Yoshua Bengio Ruslan Salakhutdinov 34 154 0 21 Jun 2016
Relative Natural Gradient for Learning Large Complex Models Ke Sun Frank Nielsen 29 5 0 20 Jun 2016
On the Expressive Power of Deep Neural Networks M. Raghu Ben Poole Jon M. Kleinberg Surya Ganguli Jascha Narain Sohl-Dickstein 27 777 0 16 Jun 2016
Learning feed-forward one-shot learners Luca Bertinetto João F. Henriques Jack Valmadre Philip Torr Andrea Vedaldi 18 469 0 16 Jun 2016
Optimization Methods for Large-Scale Machine Learning Léon Bottou Frank E. Curtis J. Nocedal 51 3,172 0 15 Jun 2016
Multi-Modal Hybrid Deep Neural Network for Speech Enhancement Zhenzhou Wu S. Sivadas Yong Kiam Tan Ma Bin Rick Siow Mong Goh 19 16 0 15 Jun 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 97 4,210 0 12 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 119 8,927 0 10 Jun 2016
Convolutional Sketch Inversion Yağmur Güçlütürk Umut Güçlü R. Lier Marcel van Gerven CVBM 18 65 0 09 Jun 2016
Convolutional Neural Fabrics Shreyas Saxena Jakob Verbeek 24 225 0 08 Jun 2016
Structured Convolution Matrices for Energy-efficient Deep learning R. Appuswamy T. Nayak John V. Arthur S. K. Esser P. Merolla J. McKinstry T. Melano M. Flickner D. Modha 33 11 0 08 Jun 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 235 2,056 0 07 Jun 2016
Deep neural networks are robust to weight binarization and other non-linear distortions P. Merolla R. Appuswamy John V. Arthur S. K. Esser D. Modha OOD MQ 25 96 0 07 Jun 2016