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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
ImageNet pre-trained models with batch normalization Marcel Simon E. Rodner Joachim Denzler VLM SSeg 104 166 0 05 Dec 2016
On-Demand Learning for Deep Image Restoration Ruohan Gao Kristen Grauman 103 79 0 05 Dec 2016
Deep Metric Learning via Facility Location Hyun Oh Song Stefanie Jegelka V. Rathod Kevin Patrick Murphy 71 23 0 05 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 667 12,071 0 04 Dec 2016
Trained Ternary Quantization Chenzhuo Zhu Song Han Huizi Mao W. Dally MQ 153 1,035 0 04 Dec 2016
End-to-end learning of brain tissue segmentation from imperfect labeling A. Fedorov Jeremy Johnson Eswar Damaraju Alexei Ozerin Vince D. Calhoun Sergey Plis MedIm 68 48 0 03 Dec 2016
Procedural Generation of Videos to Train Deep Action Recognition Networks César Roberto de Souza Adrien Gaidon Yohann Cabon A. Peña 84 144 0 02 Dec 2016
Breast Mass Classification from Mammograms using Deep Convolutional Neural Networks Daniel Levy Arzav Jain MedIm 84 207 0 02 Dec 2016
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference Yaman Umuroglu Nicholas J. Fraser Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 110 1,002 0 01 Dec 2016
Understanding image motion with group representations Andrew Jaegle Stephen Phillips Daphne Ippolito Kostas Daniilidis GAN 21 1 0 01 Dec 2016
Video Captioning with Multi-Faceted Attention Xiang Long Chuang Gan Gerard de Melo 87 88 0 01 Dec 2016
Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts Levent Karacan Zeynep Akata Aykut Erdem Erkut Erdem GAN 101 188 0 01 Dec 2016
BASS Net: Band-Adaptive Spectral-Spatial Feature Learning Neural Network for Hyperspectral Image Classification Anirban Santara Kaustubh Mani Pranoot Hatwar Ankit Singh Ankur Garg K. Padia Pabitra Mitra 88 134 0 01 Dec 2016
Towards Robust Deep Neural Networks with BANG Andras Rozsa Manuel Günther Terrance E. Boult AAML OOD 98 76 0 01 Dec 2016
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition Zifeng Wu Chunhua Shen Anton Van Den Hengel SSeg 643 1,529 0 30 Nov 2016
Speed/accuracy trade-offs for modern convolutional object detectors Jonathan Huang V. Rathod Chen Sun Menglong Zhu Anoop Korattikara Balan ... Ian S. Fischer Z. Wojna Yang Song S. Guadarrama Kevin Patrick Murphy 3DH 3DV 116 2,576 0 30 Nov 2016
Semantic Facial Expression Editing using Autoencoded Flow Raymond A. Yeh Ziwei Liu Dan B. Goldman A. Agarwala CVBM 3DH 73 73 0 30 Nov 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 224 1,582 0 28 Nov 2016
Learning Deep Representations Using Convolutional Auto-encoders with Symmetric Skip Connections Jianfeng Dong Xiao-Jiao Mao Chunhua Shen Yubin Yang SSL 23 6 0 28 Nov 2016
Bidirectional Multirate Reconstruction for Temporal Modeling in Videos Linchao Zhu Zhongwen Xu Yi Yang 90 76 0 28 Nov 2016
Real-Time Video Highlights for Yahoo Esports Yale Song 48 14 0 27 Nov 2016
Bottleneck Conditional Density Estimation Rui Shu Hung Bui Mohammad Ghavamzadeh BDL 58 23 0 25 Nov 2016
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes Tobias Pohlen Alexander Hermans Markus Mathias Bastian Leibe SSeg 95 564 0 24 Nov 2016
Texture Synthesis with Spatial Generative Adversarial Networks Nikolay Jetchev Urs M. Bergmann Roland Vollgraf GAN 79 214 0 24 Nov 2016
EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces Vernon J. Lawhern Amelia J. Solon Nicholas R. Waytowich Stephen M. Gordon C. Hung Brent Lance OOD 168 2,935 0 23 Nov 2016
PVANet: Lightweight Deep Neural Networks for Real-time Object Detection Sanghoon Hong Byungseok Roh Kye-Hyeon Kim Yeongjae Cheon Minje Park ObjD 75 83 0 23 Nov 2016
A dataset and exploration of models for understanding video data through fill-in-the-blank question-answering Tegan Maharaj Nicolas Ballas Anna Rohrbach Aaron Courville C. Pal VGen 80 108 0 23 Nov 2016
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 185 3,791 0 23 Nov 2016
Deep Convolutional Neural Networks with Merge-and-Run Mappings Liming Zhao Jingdong Wang Xi Li Zhuowen Tu Yueting Zhuang MoMe 109 68 0 23 Nov 2016
Deep Feature Flow for Video Recognition Xizhou Zhu Yuwen Xiong Jifeng Dai Lu Yuan Yichen Wei 133 600 0 23 Nov 2016
Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning Manuel Martínez Monica Haurilet Ziad Al-Halah Makarand Tapaswi Rainer Stiefelhagen 34 7 0 22 Nov 2016
Deep Recurrent Convolutional Neural Network: Improving Performance For Speech Recognition Zewang Zhang Zheng Sun Jiaqi Liu Jingwen Chen Zhao Huo Xiao Zhang 51 13 0 22 Nov 2016
Max-Margin Deep Generative Models for (Semi-)Supervised Learning Chongxuan Li Jun Zhu Bo Zhang AI4CE 94 42 0 22 Nov 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 359 19,731 0 21 Nov 2016
Spatial contrasting for deep unsupervised learning Elad Hoffer Itay Hubara Nir Ailon SSL 84 3 0 21 Nov 2016
Crowd Counting by Adapting Convolutional Neural Networks with Side Information Di Kang Debarun Dhar Antoni B. Chan HAI 54 22 0 21 Nov 2016
Deep Temporal Linear Encoding Networks Ali Diba Vivek Sharma Luc Van Gool 74 228 0 21 Nov 2016
Deep Learning for the Classification of Lung Nodules He Yang Hengyong Yu Ge Wang 18 47 0 21 Nov 2016
Temporal Generative Adversarial Nets with Singular Value Clipping Masaki Saito Eiichi Matsumoto Shunta Saito GAN 103 450 0 21 Nov 2016
Object Recognition with and without Objects Zhuotun Zhu Lingxi Xie Alan Yuille OCL ObjD 146 81 0 20 Nov 2016
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 115 1,664 0 20 Nov 2016
Deep Residual Learning for Compressed Sensing CT Reconstruction via Persistent Homology Analysis Yoseob Han J. Yoo J. C. Ye 73 206 0 19 Nov 2016
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Woong Bae J. Yoo J. C. Ye SupR 116 182 0 19 Nov 2016
The Freiburg Groceries Dataset P. Jund N. Abdo Andreas Eitel Wolfram Burgard 92 56 0 17 Nov 2016
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks Xingcheng Zhang Zhizhong Li Chen Change Loy Dahua Lin MDE 69 261 0 17 Nov 2016
Factorized Bilinear Models for Image Recognition Yanghao Li Naiyan Wang Jiaying Liu Xiaodi Hou 86 97 0 17 Nov 2016
Inverting The Generator Of A Generative Adversarial Network Antonia Creswell Anil Anthony Bharath GAN 221 340 0 17 Nov 2016
Multimodal Transfer: A Hierarchical Deep Convolutional Neural Network for Fast Artistic Style Transfer Xin Eric Wang Geoffrey Oxholm Da Zhang Yuan-fang Wang GAN OffRL 79 168 0 17 Nov 2016
Deep Feature Interpolation for Image Content Changes P. Upchurch Jacob V. Gardner Geoff Pleiss Robert Pless Noah Snavely Kavita Bala Kilian Q. Weinberger 118 309 0 16 Nov 2016
On the Exploration of Convolutional Fusion Networks for Visual Recognition Y. Liu Yanming Guo M. Lew 44 23 0 16 Nov 2016