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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
Sample Variance Decay in Randomly Initialized ReLU Networks Kyle L. Luther H. S. Seung 54 3 0 13 Feb 2019
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation Greg Yang 220 289 0 13 Feb 2019
Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT B. D. de Vos J. Wolterink T. Leiner P. D. de Jong Nikolas Lessmann Ivana Isgum 65 88 0 12 Feb 2019
ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero Yuandong Tian Jerry Ma Qucheng Gong Shubho Sengupta Zhuoyuan Chen James Pinkerton C. L. Zitnick 102 110 0 12 Feb 2019
Binary Stochastic Filtering: a Method for Neural Network Size Minimization and Supervised Feature Selection Andrii Trelin A. Procházka MQ 29 1 0 12 Feb 2019
Fast-SCNN: Fast Semantic Segmentation Network Rudra P. K. Poudel Stephan Liwicki R. Cipolla SSeg 57 516 0 12 Feb 2019
Extended 2D Consensus Hippocampus Segmentation Diedre Carmo Bruna Silva C. Yasuda Letícia Rittner R. Lotufo 62 6 0 12 Feb 2019
Bag of Freebies for Training Object Detection Neural Networks Zhi-Li Zhang Tong He Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li VLM ObjD 85 190 0 11 Feb 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 98 1,663 0 11 Feb 2019
Gauge Equivariant Convolutional Networks and the Icosahedral CNN Taco S. Cohen Maurice Weiler Berkay Kicanaoglu Max Welling 139 414 0 11 Feb 2019
Context-Aware Visual Compatibility Prediction Guillem Cucurull Perouz Taslakian David Vazquez 87 99 0 10 Feb 2019
Performance Advantages of Deep Neural Networks for Angle of Arrival Estimation Oded Bialer Noa Garnett Tom Tirer 48 49 0 10 Feb 2019
FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary Yingzhen Yang Jiahui Yu Nebojsa Jojic Jun Huan Thomas S. Huang 55 17 0 08 Feb 2019
BINet: Multi-perspective Business Process Anomaly Classification Timo Nolle Stefan Luettgen Alexander Seeliger M. Mühlhäuser AI4TS 46 73 0 08 Feb 2019
Addressing Overfitting on Pointcloud Classification using Atrous XCRF Hasan Asy’ari Arief U. Indahl G. Strand H. Tveite 3DPC 51 37 0 08 Feb 2019
Skeleton-Based Online Action Prediction Using Scale Selection Network Jun Liu Amir Shahroudy G. Wang Ling-yu Duan Alex C. Kot 97 143 0 08 Feb 2019
Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition Zizhao Zhang Adriana Romero Matthew Muckley Pascal Vincent Lin Yang M. Drozdzal 135 110 0 08 Feb 2019
Crop Yield Prediction Using Deep Neural Networks S. Khaki Lizhi Wang 66 561 0 07 Feb 2019
StampNet: unsupervised multi-class object discovery Joost Visser Alessandro Corbetta Vlado Menkovski F. Toschi ObjD 61 4 0 07 Feb 2019
DoPAMINE: Double-sided Masked CNN for Pixel Adaptive Multiplicative Noise Despeckling Sunghwan Joo Sungmin Cha Taesup Moon 37 7 0 07 Feb 2019
Advances on CNN-based super-resolution of Sentinel-2 images M. Gargiulo SupR 22 8 0 07 Feb 2019
A Simple Baseline for Bayesian Uncertainty in Deep Learning Wesley J. Maddox T. Garipov Pavel Izmailov Dmitry Vetrov A. Wilson BDL UQCV 165 810 0 07 Feb 2019
Semi-Supervised Learning by Label Gradient Alignment Jacob Jackson John Schulman 94 20 0 06 Feb 2019
Progressive Generative Adversarial Networks for Medical Image Super resolution Dwarikanath Mahapatra Behzad Bozorgtabar GAN MedIm 58 28 0 06 Feb 2019
Mol-CycleGAN - a generative model for molecular optimization Łukasz Maziarka Agnieszka Pocha Jan Kaczmarczyk Krzysztof Rataj M. Warchoł 84 251 0 06 Feb 2019
UrbanFM: Inferring Fine-Grained Urban Flows Yuxuan Liang Kun Ouyang Lin Jing Sijie Ruan Ye Liu Junbo Zhang David S. Rosenblum Yu Zheng 64 122 0 06 Feb 2019
DeepIrisNet2: Learning Deep-IrisCodes from Scratch for Segmentation-Robust Visible Wavelength and Near Infrared Iris Recognition A. Gangwar Akanksha Joshi Padmaja Joshi Ramachandra Raghavendra 21 12 0 06 Feb 2019
Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorization Eldad Meller Alexander Finkelstein Uri Almog Mark Grobman MQ 81 87 0 05 Feb 2019
Deep Convolutional Generative Adversarial Networks Based Flame Detection in Video Süleyman Aslan U. Güdükbay B. U. Toreyin A. Enis Çetin GAN 14 12 0 05 Feb 2019
Neural Network for NILM Based on Operational State Change Classification Peng Xiao Samuel Cheng 25 8 0 05 Feb 2019
Real-Time Steganalysis for Stream Media Based on Multi-channel Convolutional Sliding Windows Zhongliang Yang Hao Yang Yuting Hu Yongfeng Huang Yujin Zhang 49 19 0 04 Feb 2019
Predictive Uncertainty Quantification with Compound Density Networks Agustinus Kristiadi Sina Daubener Asja Fischer BDL UQCV 83 17 0 04 Feb 2019
Graph Warp Module: an Auxiliary Module for Boosting the Power of Graph Neural Networks in Molecular Graph Analysis Katsuhiko Ishiguro S. Maeda Masanori Koyama GNN 87 33 0 04 Feb 2019
An Empirical Study on Regularization of Deep Neural Networks by Local Rademacher Complexity Yingzhen Yang Jiahui Yu Xingjian Li Jun Huan Thomas S. Huang AI4CE 52 6 0 03 Feb 2019
Real-Time Freespace Segmentation on Autonomous Robots for Detection of Obstacles and Drop-Offs Anish Singhani 38 3 0 03 Feb 2019
Asymmetric Valleys: Beyond Sharp and Flat Local Minima Haowei He Gao Huang Yang Yuan ODL MLT 92 150 0 02 Feb 2019
Self-Binarizing Networks Fayez Lahoud R. Achanta Pablo Márquez-Neila Sabine Süsstrunk MQ 72 23 0 02 Feb 2019
Learning icons appearance similarity Manuel Lagunas Elena Garces Diego F. F. Gutierrez 66 17 0 01 Feb 2019
ColorNet: Investigating the importance of color spaces for image classification Shreyank N. Gowda C. Yuan 73 130 0 01 Feb 2019
Episodic Training for Domain Generalization Da Li Jianshu Zhang Yongxin Yang Cong Liu Yi-Zhe Song Timothy M. Hospedales OOD 162 450 0 31 Jan 2019
GEOMetrics: Exploiting Geometric Structure for Graph-Encoded Objects Edward James Smith Scott Fujimoto Adriana Romero David Meger 72 91 0 31 Jan 2019
AnomiGAN: Generative adversarial networks for anonymizing private medical data Ho Bae Dahuin Jung Sungroh Yoon MedIm 33 38 0 31 Jan 2019
Domain Discrepancy Measure for Complex Models in Unsupervised Domain Adaptation Jongyeong Lee Nontawat Charoenphakdee Seiichi Kuroki Masashi Sugiyama 73 11 0 30 Jan 2019
Time-Space tradeoff in deep learning models for crop classification on satellite multi-spectral image time series Vivien Sainte Fare Garnot Loic Landrieu S. Giordano N. Chehata 84 53 0 29 Jan 2019
Geometric Matrix Completion with Deep Conditional Random Fields Duc Minh Nguyen A. Calderbank Nikos Deligiannis 78 7 0 29 Jan 2019
Robust Learning from Untrusted Sources Nikola Konstantinov Christoph H. Lampert FedML OOD 78 72 0 29 Jan 2019
Reconstruction of 3D Porous Media From 2D Slices Denis Volkhonskiy E. Muravleva O. Sudakov D. Orlov B. Belozerov Evgeny Burnaev D. Koroteev AI4CE 48 12 0 29 Jan 2019
Multikernel activation functions: formulation and a case study Simone Scardapane Elena Nieddu D. Firmani P. Merialdo 56 6 0 29 Jan 2019
An Investigation into Neural Net Optimization via Hessian Eigenvalue Density Behrooz Ghorbani Shankar Krishnan Ying Xiao ODL 121 326 0 29 Jan 2019
Evaluating Generalization Ability of Convolutional Neural Networks and Capsule Networks for Image Classification via Top-2 Classification Haoran Ren Jianlin Su Hong-wei Lu 34 14 0 29 Jan 2019