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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
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Image Smoothing via Unsupervised Learning Yukun Tian Junping Zhang David Wipf Baoquan Chen Jianmin Wang OCL 69 107 0 07 Nov 2018
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Training Generative Adversarial Networks with Weights Sufeng Duan D. Paul M. Fasoulakis Y. Stylianou GAN 37 6 0 06 Nov 2018
Hide-and-Seek: A Data Augmentation Technique for Weakly-Supervised Localization and Beyond Krishna Kumar Singh Shibani Santurkar Aron Sarmasi Aleksander Madry Yong Jae Lee 76 97 0 06 Nov 2018
Synaptic Strength For Convolutional Neural Network Robert Frank Martorano Zhao Zhong Wei Wu Junjie Yan CVBM 70 32 0 06 Nov 2018
An amplitudes-perturbation data augmentation method in convolutional neural networks for EEG decoding Ching-Ting Chang Shun-Po Chuang Yongqian Li 15 10 0 06 Nov 2018
Learning to Embed Sentences Using Attentive Recursive Trees Jiaxin Shi Lei Hou Meng-Ying Lei Yongqian Li Hanwang Zhang 44 3 0 06 Nov 2018
Recurrent Skipping Networks for Entity Alignment Lingbing Guo Zhenyi Ying E. Cao Wei Hu 28 6 0 06 Nov 2018
Neural Network-Hardware Co-design for Scalable RRAM-based BNN Accelerators Yulhwa Kim Hyungjun Kim Jae-Joon Kim MQ 33 12 0 06 Nov 2018
DeepConv-DTI: Prediction of drug-target interactions via deep learning with convolution on protein sequences Xuesu Xiao Jongsoo Keum Mohamed Suhail 51 428 0 06 Nov 2018
How to Improve Your Speaker Embeddings Extractor in Generic Toolkits Christopher Snyder Lukás Burget S. Vishwanath Themos Stafylakis Jan Cernocky 80 51 0 05 Nov 2018
StNet: Local and Global Spatial-Temporal Modeling for Action Recognition Dongliang He Zhichao Zhou Chuang Gan Fu Li Xiao-Chang Liu Yandong Li Limin Wang Shilei Wen 113 135 0 05 Nov 2018
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 80 266 0 05 Nov 2018
Deep Metric Learning by Online Soft Mining and Class-Aware Attention Xinshao Wang Yang Hua Elyor Kodirov Guosheng Hu N. Robertson 73 52 0 04 Nov 2018
Semi-Supervised Confidence Network aided Gated Attention based Recurrent Neural Network for Clickbait Detection Amrith Rajagopal Setlur 34 3 0 04 Nov 2018
Bi-Real Net: Binarizing Deep Network Towards Real-Network Performance Zechun Liu Wenhan Luo Baoyuan Wu Xin Yang Wen Liu K. Cheng MQ 69 96 0 04 Nov 2018
DUNet: A deformable network for retinal vessel segmentation Qiangguo Jin Zhao-Peng Meng Tuan D. Pham Qi Chen Leyi Wei R. Su 97 683 0 03 Nov 2018
Pushing the boundaries of audiovisual word recognition using Residual Networks and LSTMs Themos Stafylakis M. H. Khan Georgios Tzimiropoulos VLM 68 60 0 03 Nov 2018
Convergence of the Deep BSDE Method for Coupled FBSDEs Jiequn Han Jihao Long 90 160 0 03 Nov 2018
Unifying Isolated and Overlapping Audio Event Detection with Multi-Label Multi-Task Convolutional Recurrent Neural Networks Huy P Phan Oliver Y. Chén P. Koch L. D. Pham Ian Mcloughlin Alfred Mertins M. D. Vos 60 18 0 02 Nov 2018
Ischemic Stroke Lesion Segmentation in CT Perfusion Scans using Pyramid Pooling and Focal Loss S. M. Abulnaga Jonathan Rubin 66 50 0 02 Nov 2018
The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scale Alina Kuznetsova H. Rom N. Alldrin J. Uijlings Ivan Krasin ... S. Popov Matteo Malloci Alexander Kolesnikov Tom Duerig V. Ferrari ObjD VLM 155 1,364 0 02 Nov 2018
Neural Likelihoods via Cumulative Distribution Functions Pawel M. Chilinski Ricardo M. A. Silva UQCV 85 43 0 02 Nov 2018
Convolutional Neural Networks for Epileptic Seizure Prediction Matthias Eberlein Raphael Hildebrand R. Tetzlaff Nico Hoffmann L. Kuhlmann B. Brinkmann Jens Müller 53 44 0 02 Nov 2018
Single-Model Uncertainties for Deep Learning Natasa Tagasovska David Lopez-Paz UQCV BDL 337 25 0 02 Nov 2018
Stochastic Normalizations as Bayesian Learning Alexander Shekhovtsov B. Flach UQCV BDL 70 15 0 01 Nov 2018
Bias Reduction via End-to-End Shift Learning: Application to Citizen Science Di Chen Carla P. Gomes 95 19 0 01 Nov 2018
CariGAN: Caricature Generation through Weakly Paired Adversarial Learning Wenbin Li Wei Xiong Haofu Liao Jing Huo Yang Gao Jiebo Luo GAN 109 44 0 01 Nov 2018
Horizon: Facebook's Open Source Applied Reinforcement Learning Platform J. Gauci Edoardo Conti Yitao Liang Kittipat Virochsiri Yuchen He Zachary Kaden Vivek Narayanan Xiaohui Ye Zhengxing Chen Scott Fujimoto 87 139 0 01 Nov 2018
Attention-Aware Generalized Mean Pooling for Image Retrieval Yinzheng Gu Chuanpeng Li Jinbin Xie 98 32 0 01 Nov 2018
Performance assessment of the deep learning technologies in grading glaucoma severity Yi Zhen Lei Wang Han Liu Jian Zhang J. Pu 43 13 0 31 Oct 2018
Multi-Task Learning for Left Atrial Segmentation on GE-MRI Chen Chen Wenjia Bai Daniel Rueckert 71 52 0 31 Oct 2018
Face Presentation Attack Detection in Learned Color-liked Space Lei Li Zhaoqiang Xia Xiaoyue Jiang Fabio Roli Xiaoyi Feng AAML CVBM 58 8 0 31 Oct 2018
Structure Learning of Deep Neural Networks with Q-Learning G. Zhong Wencong Jiao Wei Gao 67 0 0 31 Oct 2018
Compact Generalized Non-local Network Kaiyu Yue Ming Sun Yuchen Yuan Feng Zhou Errui Ding Fuxin Xu 83 162 0 31 Oct 2018
Low-Rank Embedding of Kernels in Convolutional Neural Networks under Random Shuffling Chong Li Zhun Sun Jinshi Yu Ming Hou Qibin Zhao 25 5 0 31 Oct 2018
DropBlock: A regularization method for convolutional networks Golnaz Ghiasi Nayeon Lee Quoc V. Le 126 918 0 30 Oct 2018
Neural Nearest Neighbors Networks Tobias Plötz Stefan Roth 102 341 0 30 Oct 2018
DeepGRU: Deep Gesture Recognition Utility M. Maghoumi J. Laviola SLR HAI 416 77 0 30 Oct 2018
Shape and Margin-Aware Lung Nodule Classification in Low-dose CT Images via Soft Activation Mapping Yiming Lei Yukun Tian Hongming Shan Junping Zhang Ge Wang Mannudeep K. Kalra 53 79 0 30 Oct 2018
A Closer Look at Deep Learning Heuristics: Learning rate restarts, Warmup and Distillation Akhilesh Deepak Gotmare N. Keskar Caiming Xiong R. Socher ODL 113 277 0 29 Oct 2018
Three Mechanisms of Weight Decay Regularization Guodong Zhang Chaoqi Wang Bowen Xu Roger C. Grosse 80 260 0 29 Oct 2018
Towards Principled Uncertainty Estimation for Deep Neural Networks Richard E. Harang Ethan M. Rudd BDL UQCV 83 6 0 29 Oct 2018
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 101 120 0 29 Oct 2018
DeepSphere: Efficient spherical Convolutional Neural Network with HEALPix sampling for cosmological applications Nathanael Perraudin M. Defferrard T. Kacprzak R. Sgier 102 172 0 29 Oct 2018