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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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Pix2Shape: Towards Unsupervised Learning of 3D Scenes from Images using a View-based Representation Sai Rajeswar Fahim Mannan Florian Golemo Jérôme Parent-Lévesque David Vazquez Derek Nowrouzezahrai Aaron Courville 3DV 79 11 0 23 Mar 2020
TanhExp: A Smooth Activation Function with High Convergence Speed for Lightweight Neural Networks Xinyu Liu Xiaoguang Di 77 61 0 22 Mar 2020
Investigating Image Applications Based on Spatial-Frequency Transform and Deep Learning Techniques Qinkai Zheng Han Qiu G. Memmi Isabelle Bloch 32 0 0 20 Mar 2020
Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Nikita Dvornik Cordelia Schmid Julien Mairal VLM 231 24 0 20 Mar 2020
DNN-based Localization from Channel Estimates: Feature Design and Experimental Results Paul Ferrand Alexis Decurninge M. Guillaud 55 41 0 20 Mar 2020
Few-Shot Learning with Geometric Constraints Hong G Jung Seong-Whan Lee 73 49 0 20 Mar 2020
Event-based Asynchronous Sparse Convolutional Networks Nico Messikommer Daniel Gehrig Antonio Loquercio Davide Scaramuzza 67 153 0 20 Mar 2020
Affinity Graph Supervision for Visual Recognition Chu Wang Babak Samari Vladimir G. Kim S. Chaudhuri Kaleem Siddiqi GNN 59 8 0 19 Mar 2020
DELTAS: Depth Estimation by Learning Triangulation And densification of Sparse points Ayan Sinha Zak Murez James Bartolozzi Vijay Badrinarayanan Andrew Rabinovich 3DV 3DPC 53 3 0 19 Mar 2020
Normalized and Geometry-Aware Self-Attention Network for Image Captioning Longteng Guo Jing Liu Xinxin Zhu Peng Yao Shichen Lu Hanqing Lu ViT 208 192 0 19 Mar 2020
Photo-Realistic Video Prediction on Natural Videos of Largely Changing Frames O. Shouno GAN 88 21 0 19 Mar 2020
Ensemble learning in CNN augmented with fully connected subnetworks Daiki Hirata Norikazu Takahashi OOD 59 26 0 19 Mar 2020
A Metric Learning Reality Check Kevin Musgrave Serge J. Belongie Ser-Nam Lim 190 479 0 18 Mar 2020
Unsupervised Hierarchical Graph Representation Learning by Mutual Information Maximization Fei Ding Xiaohong Zhang Justin Sybrandt Ilya Safro SSL 29 6 0 18 Mar 2020
Multi-View Optimization of Local Feature Geometry Mihai Dusmanu Johannes L. Schonberger Marc Pollefeys 130 37 0 18 Mar 2020
Collaborative Video Object Segmentation by Foreground-Background Integration Zongxin Yang Yunchao Wei Yi Yang VOS 170 258 0 18 Mar 2020
$J$\hat{\text{A}}$A-Net: Joint Facial Action Unit Detection and Face Alignment via Adaptive Attention$ J $\hat{\text{A}}$ A-Net: Joint Facial Action Unit Detection and Face Alignment via Adaptive Attention Zhiwen Shao Zhilei Liu Jianfei Cai Lizhuang Ma CVBM 88 139 0 18 Mar 2020
High-Order Information Matters: Learning Relation and Topology for Occluded Person Re-Identification Guanán Wang Shuo Yang Huanyu Liu Zhicheng Wang Yang Yang Shuliang Wang Gang Yu Erjin Zhou Jian Sun 131 379 0 18 Mar 2020
Rotate-and-Render: Unsupervised Photorealistic Face Rotation from Single-View Images Hang Zhou Jihao Liu Ziwei Liu Yu Liu Xiaogang Wang CVBM 3DH 74 105 0 18 Mar 2020
OpenGAN: Open Set Generative Adversarial Networks Luke Ditria Benjamin J. Meyer Tom Drummond VLM AI4CE GAN 134 21 0 18 Mar 2020
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Changxing Ding Kan Wang Pengfei Wang Dacheng Tao 108 65 0 18 Mar 2020
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation Zhonghao Wang Mo Yu Yunchao Wei Rogerio Feris Jinjun Xiong Wen-mei W. Hwu Thomas S. Huang Humphrey Shi OOD 288 234 0 18 Mar 2020
Learning Nonlinear Loop Invariants with Gated Continuous Logic Networks (Extended Version) Jianan Yao Gabriel Ryan Justin Wong Suman Jana Ronghui Gu AI4CE 66 49 0 17 Mar 2020
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images Cheryl Sital T. Brosch Dominique Tio A. Raaijmakers J. Weese 44 4 0 17 Mar 2020
Generating Electronic Health Records with Multiple Data Types and Constraints Chao Yan Ziqi Zhang Steve Nyemba B. Malin SyDa 68 35 0 17 Mar 2020
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Huiyu Wang Yukun Zhu Bradley Green Hartwig Adam Alan Yuille Liang-Chieh Chen 3DPC 155 676 0 17 Mar 2020
Blur, Noise, and Compression Robust Generative Adversarial Networks Takuhiro Kaneko Tatsuya Harada 94 17 0 17 Mar 2020
PowerNorm: Rethinking Batch Normalization in Transformers Sheng Shen Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer BDL 120 16 0 17 Mar 2020
Geometric Approaches to Increase the Expressivity of Deep Neural Networks for MR Reconstruction Eunju Cha Gyutaek Oh J. C. Ye 113 12 0 17 Mar 2020
Efficient Bitwidth Search for Practical Mixed Precision Neural Network Yuhang Li Wei Wang Haoli Bai Ruihao Gong Xin Dong F. Yu MQ 56 21 0 17 Mar 2020
SlimConv: Reducing Channel Redundancy in Convolutional Neural Networks by Weights Flipping Jiaxiong Qiu Cai Chen Shuaicheng Liu B. Zeng 121 41 0 16 Mar 2020
Object-Centric Image Generation from Layouts Tristan Sylvain Pengchuan Zhang Yoshua Bengio R. Devon Hjelm Shikhar Sharma EGVM OCL 159 102 0 16 Mar 2020
Resolution Adaptive Networks for Efficient Inference Le Yang Yizeng Han Xi Chen Shiji Song Jifeng Dai Gao Huang 121 220 0 16 Mar 2020
Adapting Object Detectors with Conditional Domain Normalization Peng Su Kun Wang Xingyu Zeng Shixiang Tang Dapeng Chen Di Qiu Xiaogang Wang 196 86 0 16 Mar 2020
Scene Completeness-Aware Lidar Depth Completion for Driving Scenario Cho-Ying Wu Ulrich Neumann 3DV 136 9 0 15 Mar 2020
OS2D: One-Stage One-Shot Object Detection by Matching Anchor Features A. Osokin Denis Sumin V. Lomakin ObjD 163 58 0 15 Mar 2020
LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition Ramyad Hadidi Bahar Asgari Jiashen Cao Younmin Bae Da Eun Shim Hyojong Kim Sung-Kyu Lim Michael S. Ryoo Hyesoon Kim 51 1 0 13 Mar 2020
Mass Estimation of Galaxy Clusters with Deep Learning I: Sunyaev-Zel'dovich Effect N. Gupta C. Reichardt 77 14 0 13 Mar 2020
Interaction Graphs for Object Importance Estimation in On-road Driving Videos Zehua Zhang Ashish Tawari Sujitha Martin David J. Crandall GNN FAtt 145 23 0 12 Mar 2020
Analysis of Hyper-Parameters for Small Games: Iterations or Epochs in Self-Play? Hui Wang M. Emmerich Mike Preuss Aske Plaat 40 8 0 12 Mar 2020
Conditional Convolutions for Instance Segmentation Zhi Tian Chunhua Shen Hao Chen ISeg 302 619 0 12 Mar 2020
Highly Efficient Salient Object Detection with 100K Parameters Shanghua Gao Yong-qiang Tan Ming-Ming Cheng Chengze Lu Yunpeng Chen Shuicheng Yan 311 172 0 12 Mar 2020
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting Pongpisit Thanasutives Ken-ichi Fukui M. Numao B. Kijsirikul 151 65 0 12 Mar 2020
Extended Batch Normalization Chunjie Luo Jianfeng Zhan Lei Wang Wanling Gao 134 14 0 12 Mar 2020
A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in Video Junfa Liu Juan Rojas Zhijun Liang Yihui Li Yisheng Guang 3DH 110 15 0 11 Mar 2020
Compressing deep neural networks on FPGAs to binary and ternary precision with HLS4ML G. D. Guglielmo Javier Mauricio Duarte Philip C. Harris Duc Hoang S. Jindariani ... D. Rankin Sheila Sagear S. Summers N. Tran Zhenbin Wu MQ 78 89 0 11 Mar 2020
Improving the Backpropagation Algorithm with Consequentialism Weight Updates over Mini-Batches Naeem Paeedeh Kamaledin Ghiasi-Shirazi ODL 62 8 0 11 Mar 2020
Towards CRISP-ML(Q): A Machine Learning Process Model with Quality Assurance Methodology Stefan Studer T. Bui C. Drescher A. Hanuschkin Ludwig Winkler S. Peters Klaus-Robert Muller 133 181 0 11 Mar 2020
ReZero is All You Need: Fast Convergence at Large Depth Thomas C. Bachlechner Bodhisattwa Prasad Majumder H. H. Mao G. Cottrell Julian McAuley AI4CE 110 283 0 10 Mar 2020
Deep Hough Transform for Semantic Line Detection Kai Zhao Qi Han Chang-Bin Zhang Jun Xu Mingg-Ming Cheng 102 181 0 10 Mar 2020