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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
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 115 361 0 10 Sep 2019
Towards Understanding the Importance of Shortcut Connections in Residual Networks Tianyi Liu Minshuo Chen Mo Zhou S. Du Enlu Zhou T. Zhao 49 45 0 10 Sep 2019
Cross-X Learning for Fine-Grained Visual Categorization W. Luo Xitong Yang Xianjie Mo Yuheng Lu L. Davis Jun Li Jian Yang Ser-Nam Lim 143 196 0 10 Sep 2019
JSI-GAN: GAN-Based Joint Super-Resolution and Inverse Tone-Mapping with Pixel-Wise Task-Specific Filters for UHD HDR Video Seunggeun Kim Jihyong Oh Munchurl Kim 84 79 0 10 Sep 2019
PARN: Position-Aware Relation Networks for Few-Shot Learning Ziyang Wu Yuwei Li Lihua Guo Kui Jia 75 88 0 10 Sep 2019
Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum Yosuke Shinya E. Simo-Serra Taiji Suzuki 48 12 0 09 Sep 2019
A Wide and Deep Neural Network for Survival Analysis from Anatomical Shape and Tabular Clinical Data Sebastian Polsterl Ignacio Sarasua B. Gutiérrez-Becker Christian Wachinger 39 30 0 09 Sep 2019
Robust Multi-Modality Multi-Object Tracking Wenwei Zhang Hui Zhou Shuyang Sun Zhe Wang Jianping Shi Chen Change Loy VOT 77 194 0 09 Sep 2019
DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing Yongcheng Liu Bin Fan Gaofeng Meng Jiwen Lu Shiming Xiang Chunhong Pan 3DPC 193 273 0 09 Sep 2019
Neural Architecture Search in Embedding Space Chunmiao Liu 61 0 0 09 Sep 2019
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution Wenming Yang Xuechen Zhang Yapeng Tian Wei Wang Jing-Hao Xue Q. Liao 78 16 0 09 Sep 2019
Neural Gaussian Copula for Variational Autoencoder P. Wang William Yang Wang BDL DRL 53 13 0 09 Sep 2019
MULE: Multimodal Universal Language Embedding Donghyun Kim Kuniaki Saito Kate Saenko Stan Sclaroff Bryan A. Plummer VLM 82 40 0 08 Sep 2019
Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions Weiyu Cheng Yanyan Shen Linpeng Huang 75 169 0 07 Sep 2019
Recognition Of Surface Defects On Steel Sheet Using Transfer Learning Jingwen Fu Xiaoyan Zhu Yingbin Li 22 15 0 07 Sep 2019
DeepInSAR: A Deep Learning Framework for SAR Interferometric Phase Restoration and Coherence Estimation Xinyao Sun A. Zimmer Subhayan Mukherjee N. K. Kottayil P. Ghuman I. Cheng 20 27 0 06 Sep 2019
Linear Context Transform Block D. Ruan Jun Wen Nenggan Zheng Min Zheng ViT 32 23 0 06 Sep 2019
Set Flow: A Permutation Invariant Normalizing Flow Kashif Rasul Ingmar Schuster Roland Vollgraf Urs M. Bergmann BDL 3DPC DRL 75 5 0 06 Sep 2019
NEAR: Neighborhood Edge AggregatoR for Graph Classification Cheolhyeong Kim Haeseong Moon H. Hwang GNN 133 6 0 06 Sep 2019
A Baseline for Few-Shot Image Classification Guneet Singh Dhillon Pratik Chaudhari Avinash Ravichandran Stefano Soatto 134 584 0 06 Sep 2019
Semantic Correlation Promoted Shape-Variant Context for Segmentation Henghui Ding Xudong Jiang Bing Shuai A. Liu Gang Wang ISeg 106 169 0 05 Sep 2019
On the Acceleration of Deep Learning Model Parallelism with Staleness An Xu Zhouyuan Huo Heng-Chiao Huang 65 38 0 05 Sep 2019
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Xuezhe Ma Chunting Zhou Xian Li Graham Neubig Eduard H. Hovy AI4TS BDL 90 192 0 05 Sep 2019
Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers Yukuan Yang Shuang Wu Lei Deng Tianyi Yan Yuan Xie Guoqi Li MQ 171 113 0 05 Sep 2019
Efficient Neural Architecture Transformation Searchin Channel-Level for Object Detection Junran Peng Ming Sun Zhaoxiang Zhang Tieniu Tan Junjie Yan ViT 86 56 0 05 Sep 2019
DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation Tao-Yang Fu Wang-Chien Lee AI4TS 87 50 0 05 Sep 2019
Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering Soravit Changpinyo Bo Pang Piyush Sharma Radu Soricut ObjD 58 20 0 04 Sep 2019
Self-Attentive Adversarial Stain Normalization A. Shrivastava W. Adorno Yash Sharma L. Ehsan S. A. Ali S. Moore B. Amadi P. Kelly Sana Syed Donald E. Brown MedIm 42 24 0 04 Sep 2019
SSAP: Single-Shot Instance Segmentation With Affinity Pyramid Naiyu Gao Yanhu Shan Yupei Wang Xin Zhao Yinan Yu Ming Yang Kaiqi Huang SSeg ISeg 109 227 0 04 Sep 2019
Riemannian batch normalization for SPD neural networks Daniel A. Brooks Olivier Schwander F. Barbaresco J. Schneider Matthieu Cord 101 93 0 03 Sep 2019
Robust Invisible Video Watermarking with Attention Ke-Yue Zhang Lei Xu Alfredo Cuesta-Infante K. Veeramachaneni WIGM 84 120 0 03 Sep 2019
Learning Elastic Constitutive Material and Damping Models Bin Wang Y. Deng P. Kry Uri M. Ascher Hui Huang Baoquan Chen AI4CE 48 15 0 03 Sep 2019
Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed Alexandre Défossez Nicolas Usunier Léon Bottou Francis R. Bach 79 85 0 03 Sep 2019
Unsupervised Video Depth Estimation Based on Ego-motion and Disparity Consensus Lingtao Zhou Jiaojiao Fang Guizhong Liu MDE 71 4 0 03 Sep 2019
PSDNet and DPDNet: Efficient channel expansion, Depthwise-Pointwise-Depthwise Inverted Bottleneck Block Guoqing Li Meng Zhang Qianru Zhang Ziyang Chen Wenzhao Liu Jiaojie Li Xuzhao Shen Jian Li Zhenyu Zhu Chau Yuen 73 5 0 03 Sep 2019
Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures Jordan Hoffmann Louis Maestrati Yoshihide Sawada Jian Tang Jean Michel D. Sellier Yoshua Bengio DiffM 3DV 96 67 0 03 Sep 2019
Hierarchical Control for Bipedal Locomotion using Central Pattern Generators and Neural Networks Sayantan Auddy S. Magg S. Wermter 15 9 0 02 Sep 2019
Training-Time-Friendly Network for Real-Time Object Detection Zili Liu Tu Zheng Guodong Xu Zheng Yang Haifeng Liu Deng Cai ObjD TTA 83 87 0 02 Sep 2019
Recurrent Neural Networks for Time Series Forecasting: Current Status and Future Directions Hansika Hewamalage Christoph Bergmeir Kasun Bandara AI4TS 114 910 0 02 Sep 2019
Improved Image Augmentation for Convolutional Neural Networks by Copyout and CopyPairing P. May OOD 30 7 0 01 Sep 2019
Imbalance Problems in Object Detection: A Review Kemal Oksuz Baris Can Cam Sinan Kalkan Emre Akbas ObjD 139 471 0 31 Aug 2019
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Reza Azad Maryam Asadi-Aghbolaghi M. Fathy Sergio Escalera SSeg MedIm 91 347 0 31 Aug 2019
Object Detection in Optical Remote Sensing Images: A Survey and A New Benchmark Ke Li G. Wan Gong Cheng L. Meng Junwei Han 88 1,483 0 31 Aug 2019
Towards Learning Affine-Invariant Representations via Data-Efficient CNNs Xenju Xu Guanghui Wang Alan Sullivan Ziming Zhang 65 23 0 31 Aug 2019
Meta-Learning with Warped Gradient Descent Sebastian Flennerhag Andrei A. Rusu Razvan Pascanu Francesco Visin Hujun Yin R. Hadsell 110 210 0 30 Aug 2019
Dense Dilated Convolutions Merging Network for Semantic Mapping of Remote Sensing Images Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg 115 14 0 30 Aug 2019
Context Aware Road-user Importance Estimation (iCARE) Alireza Rahimpour Sujitha Martin Ashish Tawari Hairong Qi 64 6 0 30 Aug 2019
Virtual Thin Slice: 3D Conditional GAN-based Super-resolution for CT Slice Interval Akira Kudo Yoshiro Kitamura Yuanzhong Li S. Iizuka E. Simo-Serra 3DPC MedIm 53 35 0 30 Aug 2019
Predicting Consumer Default: A Deep Learning Approach Stefania Albanesi Domonkos F. Vamossy FaML 48 60 0 30 Aug 2019
Automated Detecting and Placing Road Objects from Street-level Images Chaoquan Zhang H. Fan Wanzhi Li Bo Mao Xuan Ding 36 8 0 29 Aug 2019