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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
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 94 1,272 0 04 Sep 2018
Modeling Surface Appearance from a Single Photograph using Self-augmented Convolutional Neural Networks Xiao Li Yue Dong Pieter Peers Xin Tong SSL 74 173 0 04 Sep 2018
Towards Understanding Regularization in Batch Normalization Ping Luo Xinjiang Wang Wenqi Shao Zhanglin Peng MLT AI4CE 97 180 0 04 Sep 2018
PFDet: 2nd Place Solution to Open Images Challenge 2018 Object Detection Track Takuya Akiba Tommi Kerola Yusuke Niitani Toru Ogawa Shotaro Sano Shuji Suzuki 70 20 0 04 Sep 2018
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Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face Recognition Jian-jun Zhao Yu Cheng Yi Cheng Yang Yang Haochong Lan ... Shengmei Shen Junliang Xing Hengzhu Liu Shuicheng Yan Jiashi Feng OOD CVBM 146 90 0 02 Sep 2018
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Xintao Wang Ke Yu Shixiang Wu Jinjin Gu Yihao Liu Chao Dong Chen Change Loy Yu Qiao Xiaoou Tang 364 3,757 0 01 Sep 2018
Iris and periocular recognition in arabian race horses using deep convolutional neural networks Mateusz Trokielewicz M. Szadkowski CVBM 166 11 0 01 Sep 2018
Data Dropout: Optimizing Training Data for Convolutional Neural Networks Tianyang Wang Jun Huan Bo Li OOD 83 57 0 01 Sep 2018
Semi-supervised Learning on Graphs with Generative Adversarial Nets Ming Ding Jie Tang Jie Zhang GNN GAN 101 116 0 01 Sep 2018
NEU: A Meta-Algorithm for Universal UAP-Invariant Feature Representation Anastasis Kratsios Cody B. Hyndman OOD 69 17 0 31 Aug 2018
Fully Dense UNet for 2D Sparse Photoacoustic Tomography Artifact Removal Steven Guan Amir A. Khan S. Sikdar P. Chitnis 74 418 0 31 Aug 2018
Learning Data-adaptive Nonparametric Kernels Fanghui Liu Xiaolin Huang Chen Gong Jie Yang Li Li 99 18 0 31 Aug 2018
Full Workspace Generation of Serial-link Manipulators by Deep Learning based Jacobian Estimation Peiyuan Liao Jiajun Mao 13 2 0 31 Aug 2018
On the Minimal Supervision for Training Any Binary Classifier from Only Unlabeled Data Nan Lu Gang Niu A. Menon Masashi Sugiyama MQ 113 88 0 31 Aug 2018
Towards security defect prediction with AI Carson D. Sestili William Snavely Nathan M. VanHoudnos 52 47 0 29 Aug 2018
Wavelet based edge feature enhancement for convolutional neural networks Dedimuni D. De Silva Subha Fernando I. Piyatilake A. Karunarathne 74 16 0 29 Aug 2018
Localization Guided Learning for Pedestrian Attribute Recognition Peng Liu Xihui Liu Junjie Yan Jing Shao CVBM 65 113 0 28 Aug 2018
Cognitive Consistency Routing Algorithm of Capsule-network Huayu Li 36 8 0 27 Aug 2018
Open Set Chinese Character Recognition using Multi-typed Attributes Sheng He Lambert Schomaker 18 9 0 27 Aug 2018
Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks Zhenguo Nie Haoliang Jiang Levent Burak Kara 78 144 0 27 Aug 2018
Attentive Sequence to Sequence Translation for Localizing Clips of Interest by Natural Language Descriptions Ke Ning Linchao Zhu Ming Cai Yi Yang Di Xie Leilei Gan 35 2 0 27 Aug 2018
Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problems Filipe Rodrigues Francisco Câmara Pereira AI4TS 134 96 0 27 Aug 2018
Sparsity in Deep Neural Networks - An Empirical Investigation with TensorQuant D. Loroch Franz-Josef Pfreundt Norbert Wehn J. Keuper 48 5 0 27 Aug 2018
Wide Activation for Efficient and Accurate Image Super-Resolution Jiahui Yu Yuchen Fan Jianchao Yang N. Xu Zhaowen Wang Xinchao Wang Thomas Huang SupR 64 358 0 27 Aug 2018
HMS-Net: Hierarchical Multi-scale Sparsity-invariant Network for Sparse Depth Completion Zixuan Huang Junming Fan Shenggan Cheng Shuai Yi Xiaogang Wang Hongsheng Li 3DV 86 139 0 27 Aug 2018
Fast and Accurate Recognition of Chinese Clinical Named Entities with Residual Dilated Convolutions Jiahui Qiu Qi Wang Yangming Zhou Tong Ruan Ju Gao MedIm 60 32 0 27 Aug 2018
CGIntrinsics: Better Intrinsic Image Decomposition through Physically-Based Rendering Zhengqi Li Noah Snavely 110 168 0 26 Aug 2018
Rain Streak Removal for Single Image via Kernel Guided CNN Ye-Tao Wang Xile Zhao Tai-Xiang Jiang Liang-Jian Deng Yi Chang Tingzhu Huang 77 16 0 26 Aug 2018
How many labeled license plates are needed? Changhao Wu Shugong Xu Guocong Song Shunqing Zhang 57 21 0 25 Aug 2018
Deep Convolutional Neural Network with Mixup for Environmental Sound Classification Zhichao Zhang Shugong Xu Shan Cao Shunqing Zhang 58 128 0 25 Aug 2018
A Trio Neural Model for Dynamic Entity Relatedness Ranking T. N. Nguyen Tuan Tran Wolfgang Nejdl 28 1 0 24 Aug 2018
An Attention-Gated Convolutional Neural Network for Sentence Classification Yang Liu Lixin Ji Ruiyang Huang Tuosiyu Ming Chao Gao Jianpeng Zhang 49 39 0 22 Aug 2018
A Deep Neural Network for Pixel-Level Electromagnetic Particle Identification in the MicroBooNE Liquid Argon Time Projection Chamber MicroBooNE collaboration C. Adams C. Adams M. Alrashed Rui An J. Anthony ... G. Yarbrough L. Yates G. Zeller J. Zennamo Chenyi Zhang 56 66 0 22 Aug 2018
Can 3D Pose be Learned from 2D Projections Alone? D. Drover M. Rohith Ching-Hang Chen Amit Agrawal A. Tyagi C. P. Huynh 73 112 0 22 Aug 2018
Hypernetwork Knowledge Graph Embeddings Ivana Balazevic Carl Allen Timothy M. Hospedales GNN 81 188 0 21 Aug 2018
Self-supervised learning of a facial attribute embedding from video Olivia Wiles A. Sophia Koepke Andrew Zisserman CVBM SSL 91 133 0 21 Aug 2018
Wrapped Loss Function for Regularizing Nonconforming Residual Distributions Chun Ting Liu M. Yang Meng Chang Chen 32 0 0 21 Aug 2018
Adversarial Sampling for Active Learning Christoph Mayer Radu Timofte GAN 150 117 0 20 Aug 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 447 2,677 0 20 Aug 2018
Deep Residual Network for Sound Source Localization in the Time Domain D. Suvorov G. Dong R. Zhukov 50 21 0 20 Aug 2018
End to End Vehicle Lateral Control Using a Single Fisheye Camera Marin Toromanoff É. Wirbel F. Wilhelm Camilo Vejarano Xavier Perrotton Fabien Moutarde 82 39 0 20 Aug 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 240 2,468 0 20 Aug 2018
First Steps Toward CNN based Source Classification of Document Images Shared Over Messaging App Sharad Joshi Suraj Saxena Nitin Khanna 26 11 0 17 Aug 2018
BlockQNN: Efficient Block-wise Neural Network Architecture Generation Zhaobai Zhong Zichen Yang Boyang Deng Junjie Yan Wei Wu Jing Shao Cheng-Lin Liu 82 118 0 16 Aug 2018
Genre-Agnostic Key Classification With Convolutional Neural Networks Filip Korzeniowski Gerhard Widmer 44 31 0 16 Aug 2018
Improved Chord Recognition by Combining Duration and Harmonic Language Models Filip Korzeniowski Gerhard Widmer 29 25 0 16 Aug 2018
Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks Penghang Yin Shuai Zhang J. Lyu Stanley Osher Y. Qi Jack Xin MQ 113 62 0 15 Aug 2018
Building medical image classifiers with very limited data using segmentation networks Ken C. L. Wong Tanveer Syeda-Mahmood Mehdi Moradi 73 66 0 15 Aug 2018
A Simple Convolutional Generative Network for Next Item Recommendation Fajie Yuan Alexandros Karatzoglou Ioannis Arapakis J. Jose Xiangnan He 82 554 0 15 Aug 2018