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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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Kernel Approximation Methods for Speech Recognition Avner May A. Garakani Zhiyun Lu Dong Guo Kuan Liu ... Michael Collins Daniel J. Hsu Brian Kingsbury M. Picheny Fei Sha 80 46 0 13 Jan 2017
Scaling Binarized Neural Networks on Reconfigurable Logic Nicholas J. Fraser Yaman Umuroglu Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 92 57 0 12 Jan 2017
Looking Beyond Appearances: Synthetic Training Data for Deep CNNs in Re-identification Igor Barros Barbosa Marco Cristani Barbara Caputo Aleksander Rognhaugen T. Theoharis 120 197 0 11 Jan 2017
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 233 416 0 11 Jan 2017
Towards End-to-End Speech Recognition with Deep Convolutional Neural Networks Yanzhe Zhang Mohammad Pezeshki Philemon Brakel Saizheng Zhang Yoshua Bengio Aaron Courville 73 367 0 10 Jan 2017
Predicting Citywide Crowd Flows Using Deep Spatio-Temporal Residual Networks Junbo Zhang Yu Zheng Dekang Qi Ruiyuan Li Xiuwen Yi Tianrui Li GNN 3DPC HAI AI4TS 78 438 0 10 Jan 2017
Unsupervised Learning of Long-Term Motion Dynamics for Videos Zelun Luo Boya Peng De-An Huang Alexandre Alahi Li Fei-Fei SSL 105 192 0 07 Jan 2017
Motion Deblurring in the Wild M. Noroozi Paramanand Chandramouli Paolo Favaro 82 128 0 05 Jan 2017
End-to-End Attention based Text-Dependent Speaker Verification Shi-Xiong Zhang Zhuo Chen Yong Zhao Jinyu Li Jiawei Liu 96 177 0 03 Jan 2017
Deep learning for plasma tomography using the bolometer system at JET F. Matos D. R. Ferreira P. Carvalho JET Contributors 51 45 0 02 Jan 2017
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices Wenjia Meng Zonghua Gu Ming Zhang Zhaohui Wu 72 36 0 02 Jan 2017
Aspect-augmented Adversarial Networks for Domain Adaptation Yuan Zhang Regina Barzilay Tommi Jaakkola 119 96 0 01 Jan 2017
NIPS 2016 Tutorial: Generative Adversarial Networks Ian Goodfellow GAN 185 1,727 0 31 Dec 2016
Feedback Networks Amir Zamir Te-Lin Wu Lin Sun Bokui (William) Shen Jitendra Malik Silvio Savarese 95 211 0 30 Dec 2016
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 85 270 0 29 Dec 2016
Modeling documents with Generative Adversarial Networks John Glover GAN 56 30 0 29 Dec 2016
A Deep Learning Approach To Multiple Kernel Fusion Huan Song Jayaraman J. Thiagarajan P. Sattigeri Karthikeyan N. Ramamurthy A. Spanias 68 18 0 28 Dec 2016
MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification Daoyu Lin Kun Fu Yang Wang Guangluan Xu Xian Sun GAN 78 174 0 28 Dec 2016
The Predictron: End-To-End Learning and Planning David Silver H. V. Hasselt Matteo Hessel Tom Schaul A. Guez ... Gabriel Dulac-Arnold David P. Reichert Neil C. Rabinowitz André Barreto T. Degris 90 292 0 28 Dec 2016
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,676 0 25 Dec 2016
DARN: a Deep Adversial Residual Network for Intrinsic Image Decomposition Louis Lettry K. Vanhoey Luc Van Gool 73 34 0 23 Dec 2016
Adversarial Examples Detection in Deep Networks with Convolutional Filter Statistics Xin Li Fuxin Li GAN AAML 145 366 0 22 Dec 2016
Hardware for Machine Learning: Challenges and Opportunities Vivienne Sze Yu-hsin Chen Joel S. Einer Amr Suleiman Zhengdong Zhang 120 78 0 22 Dec 2016
Learning Motion Patterns in Videos P. Tokmakov Alahari Karteek Cordelia Schmid VOS 98 268 0 21 Dec 2016
A Survey of Deep Network Solutions for Learning Control in Robotics: From Reinforcement to Imitation L. Tai Jingwei Zhang Ming-Yuan Liu Joschka Boedecker Wolfram Burgard OffRL 145 78 0 21 Dec 2016
Center-Focusing Multi-task CNN with Injected Features for Classification of Glioma Nuclear Images Veda Murthy L. Hou Dimitris Samaras Tahsin M. Kurc Joel H. Saltz 61 37 0 20 Dec 2016
Exploring the Design Space of Deep Convolutional Neural Networks at Large Scale F. Iandola 3DV 30 19 0 20 Dec 2016
Simple Black-Box Adversarial Perturbations for Deep Networks Nina Narodytska S. Kasiviswanathan AAML 84 239 0 19 Dec 2016
Boosting Neural Machine Translation Dakun Zhang Jungi Kim Josep Crego Jean Senellart AI4CE 73 26 0 19 Dec 2016
Quantization and Training of Low Bit-Width Convolutional Neural Networks for Object Detection Penghang Yin Shuai Zhang Y. Qi Jack Xin MQ 172 42 0 19 Dec 2016
SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan Planes in Freehand Ultrasound Christian F. Baumgartner Konstantinos Kamnitsas Jacqueline Matthew Tara P. Fletcher Sandra Smith Lisa M. Koch Bernhard Kainz Daniel Rueckert 80 317 0 16 Dec 2016
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 217 260 0 16 Dec 2016
On the Potential of Simple Framewise Approaches to Piano Transcription Rainer Kelz Matthias Dorfer Filip Korzeniowski Sebastian Böck A. Arzt Gerhard Widmer 172 125 0 15 Dec 2016
A Fully Convolutional Deep Auditory Model for Musical Chord Recognition Filip Korzeniowski Gerhard Widmer 78 81 0 15 Dec 2016
Towards Score Following in Sheet Music Images Matthias Dorfer A. Arzt Gerhard Widmer 60 50 0 15 Dec 2016
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise Labeling Spyros Gidaris N. Komodakis 90 145 0 14 Dec 2016
Harmonic Networks: Deep Translation and Rotation Equivariance Daniel E. Worrall Stephan J. Garbin Daniyar Turmukhambetov Gabriel J. Brostow 134 711 0 14 Dec 2016
Theory and Tools for the Conversion of Analog to Spiking Convolutional Neural Networks Bodo Rueckauer Iulia-Alexandra Lungu Yuhuang Hu Michael Pfeiffer 70 125 0 13 Dec 2016
An empirical analysis of the optimization of deep network loss surfaces Daniel Jiwoong Im Michael Tao K. Branson ODL 129 63 0 13 Dec 2016
Generalizable Features From Unsupervised Learning M. Berk Mirza Aaron Courville Yoshua Bengio SSL OOD 50 17 0 12 Dec 2016
A Binary Convolutional Encoder-decoder Network for Real-time Natural Scene Text Processing Zichuan Liu Yixing Li Fengbo Ren Hao Yu 34 11 0 12 Dec 2016
Generalized Deep Image to Image Regression Venkataraman Santhanam Vlad I. Morariu L. Davis 3DV 55 73 0 10 Dec 2016
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Han Zhang Tao Xu Hongsheng Li Shaoting Zhang Xiaogang Wang Xiaolei Huang Dimitris N. Metaxas GAN 152 2,730 0 10 Dec 2016
Facial Expression Recognition using Convolutional Neural Networks: State of the Art C. Pramerdorfer M. Kampel CVBM 160 248 0 09 Dec 2016
Predicting Ground-Level Scene Layout from Aerial Imagery Menghua Zhai Zachary Bessinger Scott Workman Nathan Jacobs 111 228 0 08 Dec 2016
Deep Supervision with Shape Concepts for Occlusion-Aware 3D Object Parsing Chi Li M. Zia Quoc-Huy Tran Xiang Yu Gregory Hager Manmohan Chandraker 3DPC 3DV 107 91 0 08 Dec 2016
Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker James H. Cole Rudra P. K. Poudel Dimosthenis Tsagkrasoulis M. Caan C. Steves T. Spector Giovanni Montana 81 703 0 08 Dec 2016
AGA: Attribute Guided Augmentation Mandar Dixit Roland Kwitt Marc Niethammer Nuno Vasconcelos GAN 109 101 0 08 Dec 2016
Spatially Adaptive Computation Time for Residual Networks Michael Figurnov Maxwell D. Collins Yukun Zhu Li Zhang Jonathan Huang Dmitry Vetrov Ruslan Salakhutdinov 75 351 0 07 Dec 2016
Large-Margin Softmax Loss for Convolutional Neural Networks Weiyang Liu Yandong Wen Zhiding Yu Meng Yang CVBM 87 1,459 0 07 Dec 2016