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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
Deep Learning For Face Recognition: A Critical Analysis A. Shepley 3DH 61 24 0 12 Jul 2019
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Faster Neural Network Training with Data Echoing Dami Choi Alexandre Passos Christopher J. Shallue George E. Dahl 97 49 0 12 Jul 2019
Privileged Features Distillation at Taobao Recommendations Chen Xu Quan Li Junfeng Ge Jinyang Gao Xiaoyong Yang Changhua Pei Fei Sun Jian Wu Hanxiao Sun Wenwu Ou 63 67 0 11 Jul 2019
Polyphonic Sound Event and Sound Activity Detection: A Multi-task approach Arjun Pankajakshan Helen L. Bear Emmanouil Benetos 64 9 0 11 Jul 2019
Order and Chaos: NTK views on DNN Normalization, Checkerboard and Boundary Artifacts Arthur Jacot Franck Gabriel François Ged Clément Hongler 67 24 0 11 Jul 2019
Multifaceted Analysis of Fine-Tuning in Deep Model for Visual Recognition Xiangyang Li Luis Herranz Shuqiang Jiang 206 2 0 11 Jul 2019
Efficient Semantic Scene Completion Network with Spatial Group Convolution Jiahui Zhang Hao Zhao Anbang Yao Yurong Chen Li Zhang Hongen Liao 3DPC 79 116 0 11 Jul 2019
A Survey of Deep Learning-based Object Detection L. Jiao Fan Zhang Fang Liu Shuyuan Yang Lingling Li Zhixi Feng Rong Qu ObjD 131 973 0 11 Jul 2019
Explicitly Conditioned Melody Generation: A Case Study with Interdependent RNNs Benjamin Genchel Ashis Pati Alexander Lerch MGen 57 12 0 10 Jul 2019
Positional Normalization Boyi Li Felix Wu Kilian Q. Weinberger Serge J. Belongie 78 92 0 09 Jul 2019
DSNet: Automatic Dermoscopic Skin Lesion Segmentation Md. Kamrul Hasan Lavsen Dahal P. Samarakoon F. I. Tushar Robert Martí Marly SSeg 96 151 0 09 Jul 2019
Deep Learning Techniques for Improving Digital Gait Segmentation M. Gadaleta Giulia Cisotto M. Rossi R. Rehman L. Rochester S. D. Din 51 32 0 09 Jul 2019
Learning to Optimize Domain Specific Normalization for Domain Generalization Seonguk Seo Yumin Suh Dongwan Kim Geeho Kim Jongwoo Han Bohyung Han AI4CE 110 249 0 09 Jul 2019
Adaptive Exploration for Unsupervised Person Re-Identification Yuhang Ding Hehe Fan Mingliang Xu Yezhou Yang OOD 99 131 0 09 Jul 2019
Which Algorithmic Choices Matter at Which Batch Sizes? Insights From a Noisy Quadratic Model Guodong Zhang Lala Li Zachary Nado James Martens Sushant Sachdeva George E. Dahl Christopher J. Shallue Roger C. Grosse 126 154 0 09 Jul 2019
UnsuperPoint: End-to-end Unsupervised Interest Point Detector and Descriptor P. Christiansen M. Kragh Y. Brodskiy H. Karstoft 3DPC 86 87 0 09 Jul 2019
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches Vincenzo Lomonaco Davide Maltoni Lorenzo Pellegrini CLL VLM 103 67 0 08 Jul 2019
Point-Voxel CNN for Efficient 3D Deep Learning Zhijian Liu Haotian Tang Chengyue Wu Song Han 3DPC 172 677 0 08 Jul 2019
Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions Yulei Niu Hanwang Zhang Zhiwu Lu Shih-Fu Chang ObjD BDL 101 26 0 08 Jul 2019
A Deep Learning Approach for Real-Time 3D Human Action Recognition from Skeletal Data H. Pham H. Salmane L. Khoudour Alain Crouzil Pablo Zegers S. Velastín 3DH 56 7 0 08 Jul 2019
Deep splitting method for parabolic PDEs C. Beck S. Becker Patrick Cheridito Arnulf Jentzen Ariel Neufeld 97 126 0 08 Jul 2019
Topic Modeling in Embedding Spaces Adji Bousso Dieng Francisco J. R. Ruiz David M. Blei BDL 204 648 0 08 Jul 2019
QUOTIENT: Two-Party Secure Neural Network Training and Prediction Nitin Agrawal Ali Shahin Shamsabadi Matt J. Kusner Adria Gascon 102 216 0 08 Jul 2019
IRNet: A General Purpose Deep Residual Regression Framework for Materials Discovery Dipendra Jha Logan T. Ward Zijiang Yang C. Wolverton Ian Foster W. Liao A. Choudhary Ankit Agrawal PINN 48 43 0 07 Jul 2019
Adaptive Weighting Depth-variant Deconvolution of Fluorescence Microscopy Images with Convolutional Neural Network Da He De Cai Jiasheng Zhou Jiajia Luo Sung-Liang Chen MDE 23 2 0 07 Jul 2019
Hardware/Software Co-Exploration of Neural Architectures Weiwen Jiang Lei Yang E. Sha Qingfeng Zhuge Shouzhen Gu Sakyasingha Dasgupta Yiyu Shi Jiaxi Hu 104 132 0 06 Jul 2019
Dependency-aware Attention Control for Unconstrained Face Recognition with Image Sets Xiaofeng Liu B. Kumar Chao Yang Qingming Tang J. You CVBM 95 42 0 05 Jul 2019
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning Majed El Helou Sabine Süsstrunk VLM 105 103 0 05 Jul 2019
High-throughput Onboard Hyperspectral Image Compression with Ground-based CNN Reconstruction D. Valsesia E. Magli 31 37 0 05 Jul 2019
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Weixia Zhang Kede Ma Jia Yan Dexiang Deng Zhou Wang 110 681 0 05 Jul 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 141 545 0 04 Jul 2019
Attention based Convolutional Recurrent Neural Network for Environmental Sound Classification Zhichao Zhang Shugong Xu Tianhao Qiao Shunqing Zhang Shan Cao 75 116 0 04 Jul 2019
Graph-based Knowledge Distillation by Multi-head Attention Network Seunghyun Lee B. Song 92 77 0 04 Jul 2019
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Shuo-feng Zhang Lei Xie GNN 87 55 0 04 Jul 2019
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images J. Doshi G. Erus Mohamad Habes Christos Davatzikos MedIm 41 27 0 03 Jul 2019
Anatomically Consistent Segmentation of Organs at Risk in MRI with Convolutional Neural Networks Pawel Mlynarski H. Delingette Hamza Alghamdi P. Bondiau N. Ayache MedIm 28 5 0 03 Jul 2019
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu 135 334 0 03 Jul 2019
Attention routing between capsules Jaewoong Choi Hyun Seo Suii Im Myungju Kang 93 74 0 03 Jul 2019
Generalizing from a few environments in safety-critical reinforcement learning Zachary Kenton Angelos Filos Owain Evans Y. Gal 87 16 0 02 Jul 2019
Training Auto-encoder-based Optimizers for Terahertz Image Reconstruction Tak Ming Wong M. Kahl P. Bolívar A. Kolb Michael Möller 30 8 0 02 Jul 2019
Conditioned-U-Net: Introducing a Control Mechanism in the U-Net for Multiple Source Separations Gabriel Meseguer-Brocal Geoffroy Peeters 84 61 0 02 Jul 2019
Improving the generalizability of convolutional neural network-based segmentation on CMR images Chen Chen Wenjia Bai R. Davies A. Bhuva C. Manisty ... S. Petersen E. Lukaschuk Stefan K. Piechnik S. Neubauer Daniel Rueckert 81 120 0 02 Jul 2019
A Tandem Learning Rule for Effective Training and Rapid Inference of Deep Spiking Neural Networks Jibin Wu Yansong Chua Malu Zhang Guoqi Li Haizhou Li Kay Chen Tan 78 14 0 02 Jul 2019
Diminishing the Effect of Adversarial Perturbations via Refining Feature Representation Nader Asadi Amirm. Sarfi Mehrdad Hosseinzadeh Sahba Tahsini M. Eftekhari AAML 32 2 0 01 Jul 2019
Global Pixel Transformers for Virtual Staining of Microscopy Images Yi Liu Hao Yuan Zhengyang Wang Shuiwang Ji MedIm ViT 33 1 0 01 Jul 2019
Semantic Product Search Priyank Nigam Yiwei Song Vijai Mohan V. Lakshman Weitian Ding Ding Ankit Shingavi C. Teo Hao Gu Bing Yin AAML 60 120 0 01 Jul 2019