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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
Diagnostic Classification Of Lung Nodules Using 3D Neural Networks Raunak Dey Zhongjie Lu Yi Hong 65 146 0 19 Mar 2018
Attention-based Temporal Weighted Convolutional Neural Network for Action Recognition J. Zang Le Wang Zi-yi Liu Qilin Zhang Zhenxing Niu G. Hua N. Zheng 54 72 0 19 Mar 2018
On the importance of single directions for generalization Ari S. Morcos David Barrett Neil C. Rabinowitz M. Botvinick 127 333 0 19 Mar 2018
Deep learning improved by biological activation functions Gardave S. Bhumbra 21 6 0 19 Mar 2018
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation Sachin Mehta Mohammad Rastegari A. Caspi Linda G. Shapiro Hannaneh Hajishirzi SSeg 156 784 0 19 Mar 2018
Learning Unsupervised Visual Grounding Through Semantic Self-Supervision Syed Ashar Javed Shreyas Saxena Vineet Gandhi SSL 76 25 0 17 Mar 2018
Learning to Cluster for Proposal-Free Instance Segmentation Yen-Chang Hsu Zheng Xu Z. Kira Jiawei Huang SSeg 68 55 0 17 Mar 2018
Deep Component Analysis via Alternating Direction Neural Networks Calvin Murdock Ming-Fang Chang Simon Lucey BDL 81 20 0 16 Mar 2018
Joint Recognition of Handwritten Text and Named Entities with a Neural End-to-end Model Manuel Carbonell M. Villegas Alicia Fornés Josep Lladós 55 27 0 16 Mar 2018
Chemi-net: a graph convolutional network for accurate drug property prediction Ke Liu Xiangyan Sun Lei Jia Jun Ma Haoming Xing Junqiu Wu Hua Gao Yax Sun Florian Boulnois Jie Fan MedIm GNN 63 142 0 16 Mar 2018
Semantic Segmentation of Pathological Lung Tissue with Dilated Fully Convolutional Networks M. Anthimopoulos Stergios Christodoulidis L. Ebner Thomas Geiser Andreas Christe Stavroula Mougiakakou 63 115 0 16 Mar 2018
A Dataset and Architecture for Visual Reasoning with a Working Memory G. R. Yang Igor Ganichev Xiao-Jing Wang Jonathon Shlens David Sussillo 73 55 0 16 Mar 2018
Deep Co-Training for Semi-Supervised Image Recognition Siyuan Qiao Wei Shen Zhishuai Zhang Bo Wang Alan Yuille 67 455 0 15 Mar 2018
Chiron: Privacy-preserving Machine Learning as a Service T. Hunt Congzheng Song Reza Shokri Vitaly Shmatikov Emmett Witchel 58 201 0 15 Mar 2018
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future Directions Stylianos I. Venieris Alexandros Kouris C. Bouganis 76 185 0 15 Mar 2018
Virtual CNN Branching: Efficient Feature Ensemble for Person Re-Identification Albert Gong Qiang Qiu Guillermo Sapiro 3DPC 53 3 0 15 Mar 2018
Exploring Linear Relationship in Feature Map Subspace for ConvNets Compression Dong Wang Lei Zhou Xueni Zhang Xiao Bai Jun Zhou 80 47 0 15 Mar 2018
LEGO: Learning Edge with Geometry all at Once by Watching Videos Zhenheng Yang Peng Wang Yang Wang Wenyuan Xu Ram Nevatia 3DPC SSL 84 189 0 15 Mar 2018
Deep Adaptive Attention for Joint Facial Action Unit Detection and Face Alignment Zhiwen Shao Zhilei Liu Jianfei Cai Lizhuang Ma CVBM 113 175 0 15 Mar 2018
Speaker Verification using Convolutional Neural Networks Hossein Salehghaffari 20 25 0 14 Mar 2018
Computer-aided diagnosis of lung carcinoma using deep learning - a pilot study Zhang Li Zheyu Hu Jiaolong Xu T. Tan Hui Chen ... G. Cai Q. Ouyang Yuling Tang G. Litjens Qiang Li 51 31 0 14 Mar 2018
Averaging Weights Leads to Wider Optima and Better Generalization Pavel Izmailov Dmitrii Podoprikhin T. Garipov Dmitry Vetrov A. Wilson FedML MoMe 244 1,679 0 14 Mar 2018
Image Colorization with Generative Adversarial Networks Kamyar Nazeri Eric Ng Mehran Ebrahimi GAN 89 145 0 14 Mar 2018
An application of cascaded 3D fully convolutional networks for medical image segmentation H. Roth H. Oda Xiangrong Zhou N. Shimizu Ying Yang Y. Hayashi M. Oda M. Fujiwara K. Misawa K. Mori 68 274 0 14 Mar 2018
Automatic Pixelwise Object Labeling for Aerial Imagery Using Stacked U-Nets A. Khalel M. El-Saban 40 49 0 13 Mar 2018
Structural Agnostic Modeling: Adversarial Learning of Causal Graphs Diviyan Kalainathan Olivier Goudet Isabelle M Guyon David Lopez-Paz Michèle Sebag CML 95 96 0 13 Mar 2018
Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches Yeming Wen Paul Vicol Jimmy Ba Dustin Tran Roger C. Grosse BDL 101 315 0 12 Mar 2018
Replication study: Development and validation of deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs M. Voets Kajsa Møllersen L. A. Bongo 77 177 0 12 Mar 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 138 1,320 0 12 Mar 2018
Deep Class-Wise Hashing: Semantics-Preserving Hashing via Class-wise Loss Xuefei Zhe Shifeng Chen Hong-Mei Yan 60 36 0 12 Mar 2018
A Deep Learning Based Behavioral Approach to Indoor Autonomous Navigation G. Sepulveda Juan Carlos Niebles Á. Soto GNN 69 37 0 12 Mar 2018
Two-Stage Convolutional Neural Network for Breast Cancer Histology Image Classification Kamyar Nazeri Azad Aminpour Mehran Ebrahimi 85 267 0 11 Mar 2018
Learning from Noisy Web Data with Category-level Supervision Li Niu Qingtao Tang Ashok Veeraraghavan A. Sabharwal NoLa 75 32 0 10 Mar 2018
A Deep Learning Approach for Pose Estimation from Volumetric OCT Data N. Gessert M. Schlüter Alexander Schlaefer 55 30 0 10 Mar 2018
ShuffleSeg: Real-time Semantic Segmentation Network M. Gamal Mennatullah Siam Moemen Abdel-Razek SSeg 68 60 0 10 Mar 2018
Variance Networks: When Expectation Does Not Meet Your Expectations Kirill Neklyudov Dmitry Molchanov Arsenii Ashukha Dmitry Vetrov UQCV 96 23 0 10 Mar 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 436 3,497 0 09 Mar 2018
Cross-View Image Synthesis using Conditional GANs Krishna Regmi Ali Borji GAN 87 189 0 09 Mar 2018
Motion deblurring of faces Grigorios G. Chrysos Paolo Favaro Stefanos Zafeiriou CVBM 56 30 0 08 Mar 2018
Generalization in Metric Learning: Should the Embedding Layer be the Embedding Layer? Nam S. Vo James Hays 77 33 0 08 Mar 2018
TicTac: Accelerating Distributed Deep Learning with Communication Scheduling Sayed Hadi Hashemi Sangeetha Abdu Jyothi R. Campbell 74 200 0 08 Mar 2018
Compositional Attention Networks for Machine Reasoning Drew A. Hudson Christopher D. Manning BDL OOD LRM 219 578 0 08 Mar 2018
Learning Effective Binary Visual Representations with Deep Networks Jianxin Wu Jian-Hao Luo MQ 20 1 0 08 Mar 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 279 2,245 0 08 Mar 2018
Rethinking Feature Distribution for Loss Functions in Image Classification Weitao Wan Yuanyi Zhong Tianpeng Li Jiansheng Chen 94 168 0 08 Mar 2018
WNGrad: Learn the Learning Rate in Gradient Descent Xiaoxia Wu Rachel A. Ward Léon Bottou 70 88 0 07 Mar 2018
Transfer Learning with Neural AutoML Catherine Wong N. Houlsby Yifeng Lu Andrea Gesmundo 78 114 0 07 Mar 2018
RTSeg: Real-time Semantic Segmentation Comparative Study Mennatullah Siam M. Gamal Moemen Abdel-Razek S. Yogamani Martin Jägersand SSeg 98 116 0 07 Mar 2018
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage Qiuyu Zhu Ruixin Zhang 3DH 37 5 0 07 Mar 2018
Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease Classification Chengliang Yang Anand Rangarajan Sanjay Ranka FAtt 76 142 0 07 Mar 2018