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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
Predicting Goal-directed Human Attention Using Inverse Reinforcement Learning Zhibo Yang Lihan Huang Yupei Chen Zijun Wei Seoyoung Ahn G. Zelinsky Dimitris Samaras Minh Hoai 81 98 0 28 May 2020
Learning Various Length Dependence by Dual Recurrent Neural Networks Chenpeng Zhang Shuai Li Mao Ye Ce Zhu Xue Li 56 7 0 28 May 2020
Stereo Vision Based Single-Shot 6D Object Pose Estimation for Bin-Picking by a Robot Manipulator Y. Nakano 40 5 0 28 May 2020
Anomaly Detection Based on Deep Learning Using Video for Prevention of Industrial Accidents S. Hashimoto Yonghoon Ji K. Kudo Takayuki Takahashi K. Umeda 18 3 0 28 May 2020
Enhancing Resilience of Deep Learning Networks by Means of Transferable Adversaries M. Seiler Heike Trautmann P. Kerschke AAML 29 0 0 27 May 2020
Neuro4Neuro: A neural network approach for neural tract segmentation using large-scale population-based diffusion imaging Bo Li M. Groot Rebecca M. E. Steketee R. Meijboom M. Smits Meike W. Vernooij M. Ikram Jiren Liu W. Niessen Esther E. Bron MedIm 48 33 0 26 May 2020
Local Motion Planner for Autonomous Navigation in Vineyards with a RGB-D Camera-Based Algorithm and Deep Learning Synergy Diego Aghi Vittorio Mazzia Marcello Chiaberge 64 53 0 26 May 2020
Inherent Noise in Gradient Based Methods Arushi Gupta 38 0 0 26 May 2020
Enhancing accuracy of deep learning algorithms by training with low-discrepancy sequences Siddhartha Mishra T. Konstantin Rusch 89 50 0 26 May 2020
DeepRetinotopy: Predicting the Functional Organization of Human Visual Cortex from Structural MRI Data using Geometric Deep Learning Fernanda L. Ribeiro S. Bollmann A. M. Puckett MedIm 84 16 0 26 May 2020
Automating the Surveillance of Mosquito Vectors from Trapped Specimens Using Computer Vision Techniques M. Minakshi Pratool Bharti Willie B. McClinton Jamshidbek Mirzakhalov R. Carney Sriram Chellappan 26 17 0 25 May 2020
Incremental Real-Time Personalization in Human Activity Recognition Using Domain Adaptive Batch Normalization Alan Mazankiewicz Klemens Böhm Mario Berges 101 34 0 25 May 2020
Learning to Simulate Dynamic Environments with GameGAN Seung Wook Kim Yuhao Zhou Jonah Philion Antonio Torralba Sanja Fidler GAN 104 106 0 25 May 2020
Gradient Monitored Reinforcement Learning Mohammed Sharafath Abdul Hameed Gavneet Singh Chadha Andreas Schwung S. Ding 99 11 0 25 May 2020
Spectra of the Conjugate Kernel and Neural Tangent Kernel for linear-width neural networks Z. Fan Zhichao Wang 115 74 0 25 May 2020
Fractional moment-preserving initialization schemes for training deep neural networks Mert Gurbuzbalaban Yuanhan Hu 113 3 0 25 May 2020
Domain Specific, Semi-Supervised Transfer Learning for Medical Imaging Jitender Singh Virk Deepti R. Bathula 28 3 0 24 May 2020
Stable and expressive recurrent vision models Drew Linsley A. Ashok L. Govindarajan Rex G Liu Thomas Serre 103 45 0 22 May 2020
Premium Access to Convolutional Neural Networks Julien Bringer H. Chabanne Linda Guiga HAI 49 0 0 22 May 2020
Graph Random Neural Network for Semi-Supervised Learning on Graphs Wenzheng Feng Jie Zhang Yuxiao Dong Yu Han Huanbo Luan Qian Xu Qiang Yang Evgeny Kharlamov Jie Tang 174 398 0 22 May 2020
Style Normalization and Restitution for Generalizable Person Re-identification Xin Jin Cuiling Lan Wenjun Zeng Zhibo Chen Li Zhang OOD 145 334 0 22 May 2020
Interpretable and Accurate Fine-grained Recognition via Region Grouping Zixuan Huang Yin Li 87 142 0 21 May 2020
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation Liang-Chieh Chen Raphael Gontijo-Lopes Bowen Cheng Maxwell D. Collins E. D. Cubuk Barret Zoph Hartwig Adam Jonathon Shlens 142 75 0 20 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 193 1,871 0 20 May 2020
Intra- and Inter-Action Understanding via Temporal Action Parsing Dian Shao Yue Zhao Bo Dai Dahua Lin 54 71 0 20 May 2020
Feature Purification: How Adversarial Training Performs Robust Deep Learning Zeyuan Allen-Zhu Yuanzhi Li MLT AAML 126 151 0 20 May 2020
Dynamic Refinement Network for Oriented and Densely Packed Object Detection Xingjia Pan Yuqiang Ren Kekai Sheng Weiming Dong Haolei Yuan Xiao-Wei Guo Chongyang Ma Changsheng Xu ObjD 85 279 0 20 May 2020
Iterative Network for Image Super-Resolution Yuqing Liu Shiqi Wang Jian Zhang Shanshe Wang Siwei Ma Wen Gao SupR 74 29 0 20 May 2020
PyChain: A Fully Parallelized PyTorch Implementation of LF-MMI for End-to-End ASR Yiwen Shao Yiming Wang Daniel Povey Sanjeev Khudanpur AI4TS 65 39 0 20 May 2020
Active Speakers in Context Juan Carlos León Alcázar Fabian Caba Heilbron Long Mai Federico Perazzi Joon-Young Lee Pablo Arbelaez Guohao Li 72 62 0 20 May 2020
Medical Image Generation using Generative Adversarial Networks N. Singh Khalid Raza GAN MedIm 77 20 0 19 May 2020
Normalized Attention Without Probability Cage Oliver Richter Roger Wattenhofer 96 21 0 19 May 2020
Regularization Methods for Generative Adversarial Networks: An Overview of Recent Studies Minhyeok Lee Junhee Seok GAN 88 26 0 19 May 2020
VerifyTL: Secure and Verifiable Collaborative Transfer Learning Zhuo Ma Jianfeng Ma Yinbin Miao Ximeng Liu Wei Zheng K. Choo R. Deng AAML 41 3 0 18 May 2020
Generative Tweening: Long-term Inbetweening of 3D Human Motions Yi Zhou Jingwan Lu Connelly Barnes Jimei Yang Sitao Xiang Hao li GAN 3DH 86 44 0 18 May 2020
Metric Learning for Keyword Spotting Jaesung Huh Minjae Lee Hee-Soo Heo Seongkyu Mun Joon Son Chung 64 23 0 18 May 2020
Robust Training of Vector Quantized Bottleneck Models A. Lancucki J. Chorowski Guillaume Sanchez R. Marxer Nanxin Chen Hans J. G. A. Dolfing Sameer Khurana Tanel Alumäe Antoine Laurent 86 60 0 18 May 2020
VecQ: Minimal Loss DNN Model Compression With Vectorized Weight Quantization Cheng Gong Yao Chen Ye Lu Tao Li Cong Hao Deming Chen MQ 51 45 0 18 May 2020
Bayesian convolutional neural network based MRI brain extraction on nonhuman primates Gengyan Zhao Fang Liu J. Oler M. Meyerand N. Kalin R. Birn 144 65 0 18 May 2020
Deep Architecture Enhancing Robustness to Noise, Adversarial Attacks, and Cross-corpus Setting for Speech Emotion Recognition S. Latif R. Rana Sara Khalifa Raja Jurdak Björn W. Schuller 125 28 0 18 May 2020
Hybrid-DNNs: Hybrid Deep Neural Networks for Mixed Inputs Zhenyu Yuan Yuxin Jiang Jingjing Li Handong Huang AI4CE 44 18 0 18 May 2020
TG-GAN: Continuous-time Temporal Graph Generation with Deep Generative Models Liming Zhang Liang Zhao Shan Qin Dieter Pfoser AI4CE 34 5 0 17 May 2020
Clinical Predictive Models for COVID-19: Systematic Study Patrick Schwab August DuMont Schütte Benedikt Dietz Stefan Bauer OOD ELM 92 35 0 17 May 2020
FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations M. Rey-Area Emilio Guirado Siham Tabik Javier Ruiz-Hidalgo 46 12 0 17 May 2020
Learning Individual Speaking Styles for Accurate Lip to Speech Synthesis Prajwal K R Rudrabha Mukhopadhyay Vinay P. Namboodiri C. V. Jawahar 73 113 0 17 May 2020
FA-GANs: Facial Attractiveness Enhancement with Generative Adversarial Networks on Frontal Faces Jingwu He Chuan Wang Yang Zhang Jie Guo Yanwen Guo CVBM GAN 34 4 0 17 May 2020
High-dimensional Convolutional Networks for Geometric Pattern Recognition Chris Choy Junha Lee René Ranftl Jaesik Park V. Koltun 3DPC AI4CE 83 43 0 17 May 2020
Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes Sebastian W. Ober Laurence Aitchison BDL 116 60 0 17 May 2020
RED: Deep Recurrent Neural Networks for Sleep EEG Event Detection Nicolás I. Tapia P. Estévez 112 14 0 15 May 2020
Deep Ensembles on a Fixed Memory Budget: One Wide Network or Several Thinner Ones? Nadezhda Chirkova E. Lobacheva Dmitry Vetrov OOD MoE 51 9 0 14 May 2020