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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
Traffic Sign Classification Using Deep Inception Based Convolutional Networks Mrinal Haloi 41 42 0 10 Nov 2015
Detecting events and key actors in multi-person videos Vignesh Ramanathan Jonathan Huang Sami Abu-El-Haija Alexander N. Gorban Kevin Patrick Murphy Li Fei-Fei 96 209 0 09 Nov 2015
Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding Alex Kendall Vijay Badrinarayanan R. Cipolla UQCV BDL 100 1,068 0 09 Nov 2015
Batch-normalized Maxout Network in Network Jia-Ren Chang Yonghao Chen OOD 101 108 0 09 Nov 2015
How far can we go without convolution: Improving fully-connected networks Zhouhan Lin Roland Memisevic K. Konda 72 52 0 09 Nov 2015
Symmetry-invariant optimization in deep networks Vijay Badrinarayanan Bamdev Mishra R. Cipolla ODL 56 34 0 05 Nov 2015
Detecting Interrogative Utterances with Recurrent Neural Networks Junyoung Chung Jacob Devlin Hany Awadalla 45 0 0 03 Nov 2015
Understanding symmetries in deep networks Vijay Badrinarayanan Bamdev Mishra R. Cipolla 296 42 0 03 Nov 2015
The Variational Fair Autoencoder Christos Louizos Kevin Swersky Yujia Li Max Welling R. Zemel DRL 227 636 0 03 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.1K 15,864 0 02 Nov 2015
BinaryConnect: Training Deep Neural Networks with binary weights during propagations Matthieu Courbariaux Yoshua Bengio J. David MQ 228 2,997 0 02 Nov 2015
FireCaffe: near-linear acceleration of deep neural network training on compute clusters F. Iandola Khalid Ashraf Matthew W. Moskewicz Kurt Keutzer 86 302 0 31 Oct 2015
How Important is Weight Symmetry in Backpropagation? Q. Liao Joel Z Leibo T. Poggio 91 171 0 17 Oct 2015
Improving Back-Propagation by Adding an Adversarial Gradient Arild Nøkland AAML 75 32 0 14 Oct 2015
Better Exploiting OS-CNNs for Better Event Recognition in Images Limin Wang Zhe Wang Sheng Guo Yu Qiao 39 24 0 14 Oct 2015
Batch Normalized Recurrent Neural Networks César Laurent Gabriel Pereyra Philemon Brakel Yanzhe Zhang Yoshua Bengio 71 214 0 05 Oct 2015
A Primer on Neural Network Models for Natural Language Processing Yoav Goldberg AI4CE 114 1,136 0 02 Oct 2015
Fast Algorithms for Convolutional Neural Networks Andrew Lavin Scott Gray 78 880 0 30 Sep 2015
Convolutional Networks on Graphs for Learning Molecular Fingerprints David Duvenaud D. Maclaurin J. Aguilera-Iparraguirre Rafael Gómez-Bombarelli Timothy D. Hirzel Alán Aspuru-Guzik Ryan P. Adams GNN 249 3,357 0 30 Sep 2015
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree Chen-Yu Lee Patrick W. Gallagher Zhuowen Tu AI4CE 83 484 0 30 Sep 2015
Feature Evaluation of Deep Convolutional Neural Networks for Object Recognition and Detection Hirokatsu Kataoka K. Iwata Y. Satoh ObjD 37 19 0 25 Sep 2015
Deep Spatial Autoencoders for Visuomotor Learning Chelsea Finn X. Tan Yan Duan Trevor Darrell Sergey Levine Pieter Abbeel SSL 72 552 0 21 Sep 2015
Model Accuracy and Runtime Tradeoff in Distributed Deep Learning:A Systematic Study Suyog Gupta Wei Zhang Fei Wang 91 172 0 14 Sep 2015
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 367 13,298 0 09 Sep 2015
Hierarchical Deep Learning Architecture For 10K Objects Classification A. Katole Krishna Prasad Yellapragada A. K. Bedi S. S. Kalra M. S. Chaitanya BDL OCL 55 25 0 07 Sep 2015
CNN Based Hashing for Image Retrieval J. Guo Jianmin Li 57 17 0 04 Sep 2015
Deep Convolutional Neural Networks for Smile Recognition P. Glauner CVBM 59 38 0 26 Aug 2015
What is Holding Back Convnets for Detection? Bojan Pepik Rodrigo Benenson Tobias Ritschel Bernt Schiele ObjD 93 65 0 12 Aug 2015
Using Deep Learning for Detecting Spoofing Attacks on Speech Signals Alan Godoy F. Simões J. Stuchi M. A. Angeloni Mário Uliani Neto R. P. V. Violato AAML 24 7 0 07 Aug 2015
Compact Convolutional Neural Network Cascade for Face Detection Ilya Kalinowski V. Spitsyn CVBM 68 35 0 06 Aug 2015
An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition Baoguang Shi X. Bai Cong Yao VLM 238 2,495 0 21 Jul 2015
Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians Peiyun Hu Deva Ramanan BDL 78 113 0 21 Jul 2015
Neural CRF Parsing Greg Durrett Dan Klein 61 128 0 13 Jul 2015
Semi-Supervised Learning with Ladder Networks Antti Rasmus Harri Valpola Mikko Honkala Mathias Berglund T. Raiko SSL 111 1,373 0 09 Jul 2015
Distributional Smoothing with Virtual Adversarial Training Takeru Miyato S. Maeda Masanori Koyama Ken Nakae S. Ishii 114 458 0 02 Jul 2015
Natural Neural Networks Guillaume Desjardins Karen Simonyan Razvan Pascanu Koray Kavukcuoglu 122 176 0 01 Jul 2015
Neural Simpletrons - Minimalistic Directed Generative Networks for Learning with Few Labels D. Forster Abdul-Saboor Sheikh Jörg Lücke BDL 88 14 0 28 Jun 2015
Convolutional networks and learning invariant to homogeneous multiplicative scalings M. Tygert Arthur Szlam Soumith Chintala MarcÁurelio Ranzato Yuandong Tian Wojciech Zaremba 87 12 0 26 Jun 2015
Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks Emily L. Denton Soumith Chintala Arthur Szlam Rob Fergus GAN 123 2,245 0 18 Jun 2015
ParseNet: Looking Wider to See Better Wei Liu Andrew Rabinovich Alexander C. Berg SSeg 143 1,214 0 15 Jun 2015
Spectral Representations for Convolutional Neural Networks Oren Rippel Jasper Snoek Ryan P. Adams 66 329 0 11 Jun 2015
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 129 2,347 0 10 Jun 2015
Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks Samy Bengio Oriol Vinyals Navdeep Jaitly Noam M. Shazeer 171 2,040 0 09 Jun 2015
Path-SGD: Path-Normalized Optimization in Deep Neural Networks Behnam Neyshabur Ruslan Salakhutdinov Nathan Srebro ODL 97 310 0 08 Jun 2015
Stacked What-Where Auto-encoders Jiaqi Zhao Michaël Mathieu Ross Goroshin Yann LeCun DiffM BDL 115 258 0 08 Jun 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 322 7,410 0 05 Jun 2015
Cyclical Learning Rates for Training Neural Networks L. Smith ODL 240 2,542 0 03 Jun 2015
Classify Images with Conceptor Network Yuhuang Hu S. Advanced C. K. Loo 36 5 0 02 Jun 2015
Efficient Large Scale Video Classification Balakrishnan Varadarajan G. Toderici Sudheendra Vijayanarasimhan Apostol Natsev 74 24 0 22 May 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 184 2,795 0 19 May 2015