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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
Single Day Outdoor Photometric Stereo Yannick Hold-Geoffroy Paulo F. U. Gotardo Jean-François Lalonde 65 15 0 28 Mar 2018
Learning Deep Representations with Probabilistic Knowledge Transfer Nikolaos Passalis Anastasios Tefas 86 416 0 28 Mar 2018
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Unsupervised Predictive Memory in a Goal-Directed Agent Greg Wayne Chia-Chun Hung David Amos M. Berk Mirza Arun Ahuja ... David Silver Koray Kavukcuoglu M. Botvinick Demis Hassabis Timothy Lillicrap 101 192 0 28 Mar 2018
Normalization of Neural Networks using Analytic Variance Propagation Alexander Shekhovtsov B. Flach 49 6 0 28 Mar 2018
Learning Synergies between Pushing and Grasping with Self-supervised Deep Reinforcement Learning Andy Zeng Shuran Song Stefan Welker Johnny Lee Alberto Rodriguez Thomas Funkhouser SSL 139 572 0 27 Mar 2018
Dual Attention Matching Network for Context-Aware Feature Sequence based Person Re-Identification Jianlou Si Honggang Zhang Chun-Guang Li Jason Kuen Xiangfei Kong Alex C. Kot G. Wang 72 466 0 27 Mar 2018
CompNet: Complementary Segmentation Network for Brain MRI Extraction Raunak Dey Yi Hong 88 49 0 27 Mar 2018
Light Gated Recurrent Units for Speech Recognition Mirco Ravanelli Philemon Brakel M. Omologo Yoshua Bengio 60 321 0 26 Mar 2018
HAMLET: Interpretable Human And Machine co-LEarning Technique Olivier Deiss Siddharth Biswal Jing Jin Haoqi Sun M. P. M. Brandon Westover Jimeng Sun 63 11 0 26 Mar 2018
Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++ David Acuna Huan Ling Amlan Kar Sanja Fidler 136 404 0 26 Mar 2018
Calibrated Prediction Intervals for Neural Network Regressors Gil Keren N. Cummins Björn Schuller UQCV 87 31 0 26 Mar 2018
Latency and Throughput Characterization of Convolutional Neural Networks for Mobile Computer Vision Jussi Hanhirova Teemu Kämäräinen S. Seppälä M. Siekkinen V. Hirvisalo Antti Ylä-Jääski 51 90 0 26 Mar 2018
A Systematic Comparison of Deep Learning Architectures in an Autonomous Vehicle Michael Teti William Edward Hahn Shawn Martin W. Hahn Elan Barenholtz 45 5 0 26 Mar 2018
Online Second Order Methods for Non-Convex Stochastic Optimizations Xi-Lin Li OffRL ODL 41 4 0 26 Mar 2018
SUNLayer: Stable denoising with generative networks D. Mixon Soledad Villar 68 21 0 25 Mar 2018
Learning Environmental Sounds with Multi-scale Convolutional Neural Network Boqing Zhu Changjian Wang Feng Liu Jin Lei Zengquan Lu Yuxing Peng 71 64 0 25 Mar 2018
Low-Resource Speech-to-Text Translation Sameer Bansal Herman Kamper Karen Livescu Adam Lopez Sharon Goldwater 79 56 0 24 Mar 2018
Merging and Evolution: Improving Convolutional Neural Networks for Mobile Applications Zheng Qin Zhaoning Zhang Shiqing Zhang Hao Yu Yuxing Peng 18 7 0 24 Mar 2018
Comparing Generative Adversarial Network Techniques for Image Creation and Modification Mathijs Pieters M. Wiering GAN 48 11 0 24 Mar 2018
MTGAN: Speaker Verification through Multitasking Triplet Generative Adversarial Networks Wenhao Ding Liang He 72 20 0 24 Mar 2018
Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotron RJ Skerry-Ryan Eric Battenberg Y. Xiao Yuxuan Wang Daisy Stanton Joel Shor Ron J. Weiss R. Clark Rif A. Saurous 56 555 0 24 Mar 2018
Context Encoding for Semantic Segmentation Hang Zhang Kristin J. Dana Jianping Shi Zhongyue Zhang Xiaogang Wang A. Tyagi Amit Agrawal SSeg 104 1,254 0 23 Mar 2018
SqueezeNext: Hardware-Aware Neural Network Design A. Gholami K. Kwon Bichen Wu Zizheng Tai Xiangyu Yue Peter H. Jin Sicheng Zhao Kurt Keutzer 69 300 0 23 Mar 2018
What Do We Understand About Convolutional Networks? Isma Hadji Richard P. Wildes FAtt 68 99 0 23 Mar 2018
A high-bias, low-variance introduction to Machine Learning for physicists Pankaj Mehta Marin Bukov Ching-Hao Wang A. G. Day C. Richardson Charles K. Fisher D. Schwab AI4CE 135 885 0 23 Mar 2018
Deep learning and its application to medical image segmentation H. Roth Chen Shen H. Oda M. Oda Y. Hayashi K. Misawa K. Mori MedIm SSeg 93 117 0 23 Mar 2018
Lifting Layers: Analysis and Applications Peter Ochs Tim Meinhardt Laura Leal-Taixe Michael Möller 49 7 0 23 Mar 2018
Generalization Challenges for Neural Architectures in Audio Source Separation Shariq Mobin Brian Cheung Bruno A. Olshausen DRL 46 2 0 23 Mar 2018
A Quantization-Friendly Separable Convolution for MobileNets Tao Sheng Chen Feng Shaojie Zhuo Xiaopeng Zhang Liang Shen M. Aleksic MQ 81 115 0 22 Mar 2018
Group Normalization Yuxin Wu Kaiming He 261 3,686 0 22 Mar 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 141 1,242 0 22 Mar 2018
A Comprehensive Analysis of Deep Regression Stéphane Lathuilière Pablo Mesejo Xavier Alameda-Pineda Radu Horaud BDL 90 298 0 22 Mar 2018
Densely Connected Pyramid Dehazing Network He Zhang Vishal M. Patel 87 923 0 22 Mar 2018
What do Deep Networks Like to See? Sebastián M. Palacio Joachim Folz Jörn Hees Federico Raue Damian Borth Andreas Dengel SSL 51 30 0 22 Mar 2018
Unsupervised Adversarial Learning of 3D Human Pose from 2D Joint Locations Yasunori Kudo Keisuke Ogaki Yusuke Matsui Yuri Odagiri 3DH GAN 80 48 0 22 Mar 2018
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model George Papandreou Tyler Lixuan Zhu Liang-Chieh Chen Spyros Gidaris Jonathan Tompson Kevin Patrick Murphy 101 550 0 22 Mar 2018
Positive-unlabeled convolutional neural networks for particle picking in cryo-electron micrographs Tristan Bepler Andrew Morin J. Brasch L. Shapiro A. Noble Bonnie Berger 65 821 0 22 Mar 2018
Residual Networks: Lyapunov Stability and Convex Decomposition Kamil Nar S. Shankar Sastry ODL 26 3 0 22 Mar 2018
A Unified Framework for Multi-View Multi-Class Object Pose Estimation Chi Li Jin Bai Gregory Hager 89 163 0 21 Mar 2018
Quantification of Lung Abnormalities in Cystic Fibrosis using Deep Networks Filipe Marques Florian Dubost M. K. D. Corput H. Tiddens Marleen de Bruijne MedIm 54 7 0 21 Mar 2018
Information Theoretic Interpretation of Deep learning Tianchen Zhao FAtt 84 2 0 21 Mar 2018
End-to-End Fingerprints Liveness Detection using Convolutional Networks with Gram module Eunsoo Park X. Cui Weonjin Kim Hakil Kim 39 17 0 21 Mar 2018
Patch-based Fake Fingerprint Detection Using a Fully Convolutional Neural Network with a Small Number of Parameters and an Optimal Threshold Eunsoo Park X. Cui Weonjin Kim Jinsong Liu Hakil Kim 51 8 0 21 Mar 2018
Domain Adaptation for Ear Recognition Using Deep Convolutional Neural Networks Fevziye Irem Eyiokur Dogucan Yaman H. K. Ekenel 61 70 0 21 Mar 2018
Learning and Recognizing Human Action from Skeleton Movement with Deep Residual Neural Networks H. Pham L. Khoudour Alain Crouzil Pablo Zegers S. Velastín 3DH 46 17 0 21 Mar 2018
Assessing Shape Bias Property of Convolutional Neural Networks Hossein Hosseini Baicen Xiao Mayoore S. Jaiswal Radha Poovendran 68 36 0 21 Mar 2018
MLtuner: System Support for Automatic Machine Learning Tuning Henggang Cui G. Ganger Phillip B. Gibbons 26 6 0 20 Mar 2018
Patch-Based Image Inpainting with Generative Adversarial Networks Ugur Demir Gözde B. Ünal GAN 52 255 0 20 Mar 2018
Segmentation of histological images and fibrosis identification with a convolutional neural network Xiaohang Fu Tong Liu Zhaohan Xiong B. Smaill M. Stiles Jichao Zhao 65 41 0 20 Mar 2018