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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
Physical Representation-based Predicate Optimization for a Visual Analytics Database Michael R. Anderson Michael Cafarella G. Ros T. Wenisch 89 61 0 11 Jun 2018
Dual Pattern Learning Networks by Empirical Dual Prediction Risk Minimization Haimin Zhang Min Xu 23 0 0 11 Jun 2018
Fast Approximate Natural Gradient Descent in a Kronecker-factored Eigenbasis Thomas George César Laurent Xavier Bouthillier Nicolas Ballas Pascal Vincent ODL 123 156 0 11 Jun 2018
Data augmentation instead of explicit regularization Alex Hernández-García Peter König 129 144 0 11 Jun 2018
DOOBNet: Deep Object Occlusion Boundary Detection from an Image Guoxia Wang Xiaohui Liang Frederick W. B. Li 67 31 0 11 Jun 2018
TAPAS: Tricks to Accelerate (encrypted) Prediction As a Service Amartya Sanyal Matt J. Kusner Adria Gascon Varun Kanade FedML 74 127 0 09 Jun 2018
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 245 490 0 09 Jun 2018
PipeDream: Fast and Efficient Pipeline Parallel DNN Training A. Harlap Deepak Narayanan Amar Phanishayee Vivek Seshadri Nikhil R. Devanur G. Ganger Phillip B. Gibbons AI4CE 80 256 0 08 Jun 2018
Spreading vectors for similarity search Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou MQ 157 122 0 08 Jun 2018
Rotation Equivariant CNNs for Digital Pathology Bastiaan S. Veeling J. Linmans Jim Winkens Taco S. Cohen Max Welling 132 586 0 08 Jun 2018
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Tianwei Lin Xu Zhao Haisheng Su Chongjing Wang Ming Yang 228 708 0 08 Jun 2018
CapsGAN: Using Dynamic Routing for Generative Adversarial Networks Raeid Saqur Sal Vivona GAN 58 24 0 07 Jun 2018
Training Faster by Separating Modes of Variation in Batch-normalized Models Mahdi M. Kalayeh M. Shah 70 43 0 07 Jun 2018
Revisiting the Importance of Individual Units in CNNs via Ablation Bolei Zhou Yiyou Sun David Bau Antonio Torralba FAtt 135 117 0 07 Jun 2018
Path-Level Network Transformation for Efficient Architecture Search Han Cai Jiacheng Yang Weinan Zhang Song Han Yong Yu 88 211 0 07 Jun 2018
Dimensionality-Driven Learning with Noisy Labels Xingjun Ma Yisen Wang Michael E. Houle Shuo Zhou S. Erfani Shutao Xia S. Wijewickrema James Bailey NoLa 92 434 0 07 Jun 2018
Shape Robust Text Detection with Progressive Scale Expansion Network Xiang Li Wenhai Wang Wenbo Hou Ruo-Ze Liu Tong Lu Jian Yang 104 615 0 07 Jun 2018
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation Jiaxuan You Bowen Liu Rex Ying Vijay S. Pande J. Leskovec GNN 355 906 0 07 Jun 2018
Quantitative Phase Imaging and Artificial Intelligence: A Review YoungJu Jo Hyungjoon Cho Sang Yun Lee Gunho Choi Geon Kim Hyun-Seok Min Yongkeun Park 102 155 0 06 Jun 2018
Visual Reasoning by Progressive Module Networks Seung Wook Kim Makarand Tapaswi Sanja Fidler ReLM LRM 70 13 0 06 Jun 2018
Learning Implicit Sampling Distributions for Motion Planning Clark Zhang Jinwook Huh Daniel D. Lee 54 77 0 06 Jun 2018
Mining for meaning: from vision to language through multiple networks consensus Iulia Duta Andrei Liviu Nicolicioiu Simion-Vlad Bogolin Marius Leordeanu 93 3 0 05 Jun 2018
EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching from Scratch Jian Ren Zhe Li Jianchao Yang N. Xu Tianbao Yang D. Foran 78 17 0 05 Jun 2018
Probabilistic Deep Learning using Random Sum-Product Networks Robert Peharz Antonio Vergari Karl Stelzner Alejandro Molina Martin Trapp Kristian Kersting Zoubin Ghahramani UQCV BDL TPM 62 29 0 05 Jun 2018
Integrating Flexible Normalization into Mid-Level Representations of Deep Convolutional Neural Networks L. S. Giraldo O. Schwartz 45 17 0 05 Jun 2018
AdaGrad stepsizes: Sharp convergence over nonconvex landscapes Rachel A. Ward Xiaoxia Wu Léon Bottou ODL 134 369 0 05 Jun 2018
Evidential Deep Learning to Quantify Classification Uncertainty Murat Sensoy Lance M. Kaplan M. Kandemir OOD UQCV EDL BDL 214 1,009 0 05 Jun 2018
A Machine Learning Framework for Stock Selection XingYu Fu JinHong Du Yifeng Guo MingWen Liu Tao Dong XiuWen Duan AIFin 68 31 0 05 Jun 2018
Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark Cody Coleman Daniel Kang Deepak Narayanan Luigi Nardi Tian Zhao Jian Zhang Peter Bailis K. Olukotun Christopher Ré Matei A. Zaharia 73 117 0 04 Jun 2018
Universal Statistics of Fisher Information in Deep Neural Networks: Mean Field Approach Ryo Karakida S. Akaho S. Amari FedML 213 146 0 04 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 896 3,132 0 04 Jun 2018
RedNet: Residual Encoder-Decoder Network for indoor RGB-D Semantic Segmentation Jindong Jiang Lunan Zheng Fei Luo Zhijun Zhang 3DPC SSeg 131 217 0 04 Jun 2018
Differential Diagnosis for Pancreatic Cysts in CT Scans Using Densely-Connected Convolutional Networks Hongwei Bran Li Kanru Lin M. Reichert Lina Xu R. Braren D. Fu R. Schmid Ji Li Bjoern Menze Kuangyu Shi MedIm 38 29 0 04 Jun 2018
Meta-Learner with Linear Nulling Sung Whan Yoon Jun Seo Jaekyun Moon 31 1 0 04 Jun 2018
Voice Imitating Text-to-Speech Neural Networks Younggun Lee Taesu Kim Soo-Young Lee 65 11 0 04 Jun 2018
TI-CNN: Convolutional Neural Networks for Fake News Detection Yang Yang Lei Zheng Jiawei Zhang Qingcai Cui Zhoujun Li Philip S. Yu 89 236 0 03 Jun 2018
An Interpretable Deep Hierarchical Semantic Convolutional Neural Network for Lung Nodule Malignancy Classification Shiwen Shen Simon X. Han D. Aberle Alex A. T. Bui William Hsu 76 239 0 02 Jun 2018
Deep Pepper: Expert Iteration based Chess agent in the Reinforcement Learning Setting Sai Krishna G.V. Kyle Goyette A. Chamseddine Breandan Considine 30 3 0 02 Jun 2018
Nonlocal Neural Networks, Nonlocal Diffusion and Nonlocal Modeling Yunzhe Tao Qi Sun Q. Du Wen Liu DiffM 94 37 0 02 Jun 2018
Monocular Depth Estimation with Augmented Ordinal Depth Relationships Yuanzhouhan Cao Tianqi Zhao Ke Xian Chunhua Shen Zhiguo Cao Shugong Xu MDE 157 51 0 02 Jun 2018
Solving the Kolmogorov PDE by means of deep learning C. Beck S. Becker Philipp Grohs Nor Jaafari Arnulf Jentzen 90 96 0 01 Jun 2018
Whitening and Coloring batch transform for GANs Aliaksandr Siarohin E. Sangineto N. Sebe 102 50 0 01 Jun 2018
Nonlinear Acceleration of CNNs Damien Scieur Edouard Oyallon Alexandre d’Aspremont Francis R. Bach 35 11 0 01 Jun 2018
Accurate and Efficient Similarity Search for Large Scale Face Recognition Ce Qi Zhizhong Liu Fei Su CVBM 31 0 0 01 Jun 2018
The Nonlinearity Coefficient - Predicting Generalization in Deep Neural Networks George Philipp J. Carbonell 73 14 0 01 Jun 2018
Understanding Batch Normalization Johan Bjorck Carla P. Gomes B. Selman Kilian Q. Weinberger 269 620 0 01 Jun 2018
q-Neurons: Neuron Activations based on Stochastic Jackson's Derivative Operators Frank Nielsen Ke Sun 38 1 0 01 Jun 2018
Fully Automated Organ Segmentation in Male Pelvic CT Images Anjali Balagopal S. Kazemifar D. Nguyen Mu-Han Lin R. Hannan A. Owrangi Steve B. Jiang 60 121 0 31 May 2018
Cyberattack Detection using Deep Generative Models with Variational Inference S. Chandy A. Rasekh Zachary A. Barker M. Shafiee AAML 51 26 0 31 May 2018
One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks Sergi Valverde Mostafa Salem Mariano Cabezas D. Pareto J. Vilanova L. Ramió-Torrentá À. Rovira J. Salvi A. Oliver Xavier Llado 68 138 0 31 May 2018