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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
Switchable Whitening for Deep Representation Learning Xingang Pan Xiaohang Zhan Jianping Shi Xiaoou Tang Ping Luo 123 154 0 22 Apr 2019
STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing Ming-Yu Liu Yukang Ding Min Xia Xiao-Chang Liu Errui Ding W. Zuo Shilei Wen 91 330 0 22 Apr 2019
Probabilistic Face Embeddings Yichun Shi Anil K. Jain CVBM 112 310 0 21 Apr 2019
ChoiceNet: CNN learning through choice of multiple feature map representations Farshid Rayhan Aphrodite Galata Tim Cootes SSeg 45 6 0 20 Apr 2019
Data-Driven Neuron Allocation for Scale Aggregation Networks Yi Li Zhanghui Kuang Yimin Chen Wayne Zhang 89 26 0 20 Apr 2019
LORAKI: Autocalibrated Recurrent Neural Networks for Autoregressive MRI Reconstruction in k-Space T. Kim Pratyush Garg Justin P. Haldar 78 58 0 20 Apr 2019
Knowledge Distillation via Route Constrained Optimization Xiao Jin Baoyun Peng Yichao Wu Yu Liu Jiaheng Liu Ding Liang Junjie Yan Xiaolin Hu 90 172 0 19 Apr 2019
Simple yet efficient real-time pose-based action recognition Dennis Ludl T. Gulde Cristóbal Curio 55 48 0 19 Apr 2019
Automated Segmentation of Pulmonary Lobes using Coordination-Guided Deep Neural Networks Wenjia Wang Junxuan Chen Jie Zhao Ying Chi Xuansong Xie Li Zhang Xiansheng Hua 59 25 0 19 Apr 2019
Deep Likelihood Network for Image Restoration with Multiple Degradation Levels Yiwen Guo Ming Lu W. Zuo Changshui Zhang Yurong Chen SupR 34 0 0 19 Apr 2019
A deep learning based solution for construction equipment detection: from development to deployment Saeed Arabi Arya Haghighat Anuj Sharma 28 25 0 18 Apr 2019
End-to-End Environmental Sound Classification using a 1D Convolutional Neural Network Sajjad Abdoli P. Cardinal Alessandro Lameiras Koerich 71 276 0 18 Apr 2019
DDLSTM: Dual-Domain LSTM for Cross-Dataset Action Recognition Toby Perrett Dima Damen 65 25 0 18 Apr 2019
Disentangled Representation Learning with Information Maximizing Autoencoder Kazi Nazmul Haque S. Latif R. Rana DRL 40 1 0 18 Apr 2019
Reducing Noise in GAN Training with Variance Reduced Extragradient Tatjana Chavdarova Gauthier Gidel François Fleuret Simon Lacoste-Julien 80 137 0 18 Apr 2019
Road Crack Detection Using Deep Convolutional Neural Network and Adaptive Thresholding Rui Fan M. J. Bocus Yilong Zhu Jianhao Jiao Li Wang Fulong Ma Shanshan Cheng Meilin Liu 96 523 0 18 Apr 2019
Deep AutoEncoder-based Lossy Geometry Compression for Point Clouds Wei Yan Yiting Shao Shan Liu Thomas H. Li Zhu Li Ge Li 3DPC 55 83 0 18 Apr 2019
An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Yaoyao Liu Bernt Schiele Qianru Sun BDL 146 128 0 17 Apr 2019
Online Adaptation through Meta-Learning for Stereo Depth Estimation Zhenyu Zhang Stéphane Lathuilière Andrea Pilzer N. Sebe Elisa Ricci Jian Yang 66 20 0 17 Apr 2019
Render4Completion: Synthesizing Multi-View Depth Maps for 3D Shape Completion Tao Hu Zhizhong Han Abhinav Shrivastava Matthias Zwicker 3DV 69 57 0 17 Apr 2019
Question Guided Modular Routing Networks for Visual Question Answering Yanze Wu Qiang Sun Jianqi Ma Bin Li Yanwei Fu Yao Peng Xiangyang Xue 69 1 0 17 Apr 2019
Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection Rodrigo Caye Daudt Bertrand Le Saux Alexandre Boulch Y. Gousseau 34 31 0 17 Apr 2019
Rogue-Gym: A New Challenge for Generalization in Reinforcement Learning Yuji Kanagawa Tomoyuki Kaneko 73 14 0 17 Apr 2019
Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers Jingwen He Chao Dong Yu Qiao SupR 74 92 0 17 Apr 2019
RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification Jee-weon Jung Hee-Soo Heo Ju-ho Kim Hye-jin Shim Ha-Jin Yu 90 142 0 17 Apr 2019
Deep Fusion Network for Image Completion Xin Hong Pengfei Xiong Renhe Ji Haoqiang Fan 3DV 77 96 0 17 Apr 2019
Sparseout: Controlling Sparsity in Deep Networks Najeeb Khan Ian Stavness BDL 39 9 0 17 Apr 2019
A-CNN: Annularly Convolutional Neural Networks on Point Clouds Artem Komarichev Z. Zhong Jing Hua 3DPC 85 264 0 16 Apr 2019
3D Shape Synthesis for Conceptual Design and Optimization Using Variational Autoencoders Wentai Zhang Zhangsihao Yang Haoliang Jiang Suyash Nigam Soji Yamakawa T. Furuhata K. Shimada Levent Burak Kara 3DV 69 41 0 16 Apr 2019
Audio-Visual Model Distillation Using Acoustic Images Andrés F. Pérez Valentina Sanguineti Pietro Morerio Vittorio Murino VLM 63 27 0 16 Apr 2019
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation Junhao Wen Elina Thibeau-Sutre Mauricio Diaz-Melo J. Samper-González A. Routier Simona Bottani Didier Dormont S. Durrleman Ninon Burgos O. Colliot 109 525 0 16 Apr 2019
SparseMask: Differentiable Connectivity Learning for Dense Image Prediction Huikai Wu Junge Zhang Kaiqi Huang 3DH 63 19 0 16 Apr 2019
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Yongcheng Liu Bin Fan Shiming Xiang Chunhong Pan 3DPC 127 900 0 16 Apr 2019
The Impact of Neural Network Overparameterization on Gradient Confusion and Stochastic Gradient Descent Karthik A. Sankararaman Soham De Zheng Xu Wenjie Huang Tom Goldstein ODL 120 106 0 15 Apr 2019
Deep Comprehensive Correlation Mining for Image Clustering Jianlong Wu Keyu Long Fei Wang Chao Qian Cheng Li Zhouchen Lin H. Zha 69 161 0 15 Apr 2019
GraphTSNE: A Visualization Technique for Graph-Structured Data Yao Yang Leow T. Laurent Xavier Bresson 39 18 0 15 Apr 2019
Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization Qilong Wang Jiangtao Xie W. Zuo Lei Zhang P. Li 81 99 0 15 Apr 2019
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning Xun Wang Xintong Han Weilin Huang Dengke Dong Matthew R. Scott 112 757 0 14 Apr 2019
Shakeout: A New Approach to Regularized Deep Neural Network Training Guoliang Kang Jun Yu Li Dacheng Tao 59 59 0 13 Apr 2019
Rethinking Classification and Localization for Object Detection Yue Wu Yinpeng Chen Lu Yuan Zicheng Liu Lijuan Wang Hongzhi Li Y. Fu ObjD 132 514 0 13 Apr 2019
Semi-supervised Domain Adaptation via Minimax Entropy Kuniaki Saito Donghyun Kim Stan Sclaroff Trevor Darrell Kate Saenko 86 623 0 13 Apr 2019
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology Hiroki Tokunaga Y. Teramoto Akihiko Yoshizawa Ryoma Bise 90 119 0 12 Apr 2019
EvalNorm: Estimating Batch Normalization Statistics for Evaluation Saurabh Singh Abhinav Shrivastava 92 51 0 12 Apr 2019
TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning Xin Wang Feng Yu Ruth Wang Trevor Darrell Joseph E. Gonzalez 83 105 0 11 Apr 2019
Absolute Human Pose Estimation with Depth Prediction Network M. Véges András Lőrincz 3DH 89 30 0 11 Apr 2019
Factor Graph Attention Idan Schwartz Seunghak Yu Tamir Hazan Alex Schwing 130 110 0 11 Apr 2019
Improved training of binary networks for human pose estimation and image recognition Adrian Bulat Georgios Tzimiropoulos Jean Kossaifi Maja Pantic MQ 59 47 0 11 Apr 2019
Learning Single Camera Depth Estimation using Dual-Pixels Rahul Garg Neal Wadhwa S. Ansari Jonathan T. Barron MDE 67 112 0 11 Apr 2019
Cross-task learning for audio tagging, sound event detection spatial localization: DCASE 2019 baseline systems Qiuqiang Kong Yin Cao Turab Iqbal Yong-mei Xu Wenwu Wang Mark D. Plumbley AI4TS 166 77 0 11 Apr 2019
Recurrent Space-time Graph Neural Networks Andrei Liviu Nicolicioiu Iulia Duta Marius Leordeanu GNN 128 45 0 11 Apr 2019