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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
3D segmentation of mandible from multisectional CT scans by convolutional neural networks Bingjiang Qiu Jiapan Guo J. Kraeima R. Borra M. Witjes P. V. van Ooijen 25 9 0 18 Sep 2018
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U-Net for MAV-based Penstock Inspection: an Investigation of Focal Loss in Multi-class Segmentation for Corrosion Identification Ty Nguyen Tolga Özaslan Ian D. Miller J. Keller Giuseppe Loianno Camillo J Taylor Daniel D. Lee Vijay Kumar Joseph H. Harwood J. Wozencraft 59 16 0 18 Sep 2018
Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation Shao-Yuan Lo Hsueh-Ming Hang S. Chan Jing-Jhih Lin SSeg 152 195 0 17 Sep 2018
An Integral Pose Regression System for the ECCV2018 PoseTrack Challenge Xiao Sun Chuankang Li Stephen Lin 48 15 0 17 Sep 2018
Scattering Networks for Hybrid Representation Learning Edouard Oyallon Sergey Zagoruyko Gabriel Huang N. Komodakis Simon Lacoste-Julien Matthew Blaschko Eugene Belilovsky 66 87 0 17 Sep 2018
Extracting representations of cognition across neuroimaging studies improves brain decoding A. Mensch Julien Mairal Bertrand Thirion Gaël Varoquaux AI4CE 98 16 0 17 Sep 2018
Generative x-vectors for text-independent speaker verification Longting Xu Rohan Kumar Das Emre Yilmaz Jichen Yang Haizhou Li 46 15 0 17 Sep 2018
MeshCNN: A Network with an Edge Rana Hanocka Amir Hertz N. Fish Raja Giryes S. Fleishman Daniel Cohen-Or 88 279 0 16 Sep 2018
In Defense of the Classification Loss for Person Re-Identification Y. Zhai Xun Guo Yan Lu Houqiang Li 72 56 0 16 Sep 2018
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 82 667 0 16 Sep 2018
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation Rob Romijnders Panagiotis Meletis Gijs Dubbelman AI4CE 67 27 0 14 Sep 2018
Network Recasting: A Universal Method for Network Architecture Transformation Joonsang Yu Sungbum Kang Kiyoung Choi 35 1 0 14 Sep 2018
A Deep Learning and Gamification Approach to Energy Conservation at Nanyang Technological University Ioannis C. Konstantakopoulos Andrew R. Barkan Shiying He Tanya Veeravalli Huihan Liu C. Spanos AI4CE 46 7 0 13 Sep 2018
Physical Primitive Decomposition Zhijian Liu William T. Freeman J. Tenenbaum Jiajun Wu OCL 65 28 0 13 Sep 2018
Unsupervised Machine Commenting with Neural Variational Topic Model Shuming Ma Lei Cui Furu Wei Xu Sun 66 6 0 13 Sep 2018
Deep Network Uncertainty Maps for Indoor Navigation Francesco Verdoja Jens Lundell Ville Kyrki UQCV 63 18 0 13 Sep 2018
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality Jun-Ho Choi Jun-Hyuk Kim Manri Cheon Jong-Seok Lee SupR 49 40 0 13 Sep 2018
Creating Fair Models of Atherosclerotic Cardiovascular Disease Risk Stephen Pfohl Ben J. Marafino Adrien Coulet F. Rodriguez L. Palaniappan N. Shah 71 68 0 12 Sep 2018
Joint Sub-bands Learning with Clique Structures for Wavelet Domain Super-Resolution Zhisheng Zhong Tiancheng Shen Yibo Yang Zhouchen Lin Chao Zhang SupR 120 75 0 12 Sep 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 378 2,729 0 12 Sep 2018
MotherNets: Rapid Deep Ensemble Learning Abdul Wasay Brian Hentschel Yuze Liao Sanyuan Chen Stratos Idreos 58 35 0 12 Sep 2018
Searching for Efficient Multi-Scale Architectures for Dense Image Prediction Liang-Chieh Chen Maxwell D. Collins Yukun Zhu George Papandreou Barret Zoph Florian Schroff Hartwig Adam Jonathon Shlens 3DV 97 412 0 11 Sep 2018
JigsawNet: Shredded Image Reassembly using Convolutional Neural Network and Loop-based Composition Canyu Le Xin Li 52 32 0 11 Sep 2018
Ensemble learning with 3D convolutional neural networks for connectome-based prediction Meenakshi Khosla K. Jamison Amy Kuceyeski M. Sabuncu 3DV 65 90 0 11 Sep 2018
Efficient Road Lane Marking Detection with Deep Learning Ping-Rong Chen Shao-Yuan Lo Hsueh-Ming Hang S. Chan Jing-Jhih Lin 48 58 0 11 Sep 2018
Unsupervised Stylish Image Description Generation via Domain Layer Norm Cheng Kuan Chen Zhufeng Pan Min Sun Ming-Yuan Liu 69 29 0 11 Sep 2018
Convolutional Neural Networks for the segmentation of microcalcification in Mammography Imaging Gabriele Valvano Gianmarco Santini N. Martini A. Ripoli C. Iacconi D. Chiappino D. Latta 33 51 0 11 Sep 2018
Normalization in Training U-Net for 2D Biomedical Semantic Segmentation Xiao-Yun Zhou Guang-Zhong Yang 105 80 0 11 Sep 2018
Temporal-Spatial Mapping for Action Recognition Xiaolin Song Cuiling Lan Wenjun Zeng Junliang Xing Jingyu Yang Xiaoyan Sun 80 49 0 11 Sep 2018
Neural Latent Relational Analysis to Capture Lexical Semantic Relations in a Vector Space Koki Washio Tsuneaki Kato 60 23 0 10 Sep 2018
Probabilistic Binary Neural Networks Jorn W. T. Peters Max Welling BDL UQCV MQ 83 52 0 10 Sep 2018
Finding Better Topologies for Deep Convolutional Neural Networks by Evolution Honglei Zhang S. Kiranyaz Moncef Gabbouj 41 21 0 10 Sep 2018
Multi-Context Deep Network for Angle-Closure Glaucoma Screening in Anterior Segment OCT Huazhu Fu Yanwu Xu Stephen Lin D. Wong M. Baskaran M. Mahesh Tin Aung Jiang-Dong Liu 61 43 0 10 Sep 2018
Recent Advances in Object Detection in the Age of Deep Convolutional Neural Networks Shivang Agarwal Jean Ogier du Terrail F. Jurie ObjD 158 126 0 10 Sep 2018
DensSiam: End-to-End Densely-Siamese Network with Self-Attention Model for Object Tracking Mohamed H. Abdelpakey M. Shehata Mostafa M. Mohamed 47 43 0 07 Sep 2018
Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders Tengfei Ma Jie Chen Cao Xiao 153 210 0 07 Sep 2018
Accelerating Deep Neural Networks with Spatial Bottleneck Modules Junran Peng Lingxi Xie Zhaoxiang Zhang Tieniu Tan Jingdong Wang 63 9 0 07 Sep 2018
A Deeper Look at 3D Shape Classifiers Jong-Chyi Su Matheus Gadelha Rui Wang Subhransu Maji 3DPC 3DV 77 103 0 07 Sep 2018
MixUp as Locally Linear Out-Of-Manifold Regularization Hongyu Guo Yongyi Mao Richong Zhang 92 325 0 07 Sep 2018
Data Augmentation for Spoken Language Understanding via Joint Variational Generation Kang Min Yoo Youhyun Shin Sang-goo Lee 89 91 0 07 Sep 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 260 2,469 0 06 Sep 2018
Cascaded Mutual Modulation for Visual Reasoning Yiqun Yao Jiaming Xu Feng Wang Bo Xu LRM 60 14 0 06 Sep 2018
Unsupervised Learning of View-invariant Action Representations Junnan Li Yongkang Wong Qi Zhao Mohan Kankanhalli SSL 102 100 0 06 Sep 2018
Accelerated Reinforcement Learning for Sentence Generation by Vocabulary Prediction Kazuma Hashimoto Yoshimasa Tsuruoka 61 7 0 05 Sep 2018
Data Augmentation for Skin Lesion Analysis Fábio Perez C. N. Vasconcelos Sandra Avila Eduardo Valle MedIm 82 171 0 05 Sep 2018
Pre-training on high-resource speech recognition improves low-resource speech-to-text translation Sameer Bansal Herman Kamper Karen Livescu Adam Lopez Sharon Goldwater 91 198 0 05 Sep 2018
ChannelNets: Compact and Efficient Convolutional Neural Networks via Channel-Wise Convolutions Hongyang Gao Zhengyang Wang Shuiwang Ji 58 70 0 05 Sep 2018
Learning User Preferences and Understanding Calendar Contexts for Event Scheduling Donghyeon Kim Jinhyuk Lee Donghee Choi Jaehoon Choi Jaewoo Kang AI4TS 51 13 0 05 Sep 2018
OCNet: Object Context Network for Scene Parsing Yuhui Yuan Lang Huang Jianyuan Guo Chao Zhang Xilin Chen Jingdong Wang 95 605 0 04 Sep 2018