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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
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 62 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
3D Dense Face Alignment via Graph Convolution Networks Huawei Wei Shuang Liang Yichen Wei 3DH 3DV CVBM 60 25 0 11 Apr 2019
Deep Learning without Weight Transport Mohamed Akrout Collin Wilson Peter C. Humphreys Timothy Lillicrap D. Tweed CVBM 100 137 0 10 Apr 2019
A Selective Overview of Deep Learning Jianqing Fan Cong Ma Yiqiao Zhong BDL VLM 208 135 0 10 Apr 2019
Deep Learning Inversion of Electrical Resistivity Data Bin Liu Qian Guo Shucai Li Benchao Liu Yuxiao Ren Yonghao Pang Xu Guo Lanbo Liu Peng-Tao Jiang 39 148 0 10 Apr 2019
Acoustic Scene Classification by Implicitly Identifying Distinct Sound Events Hongwei Song Jiqing Han Shiwen Deng Zhihao Du 82 14 0 10 Apr 2019
Actor-Critic Instance Segmentation Nikita Araslanov Constantin Rothkopf Stefan Roth EgoV ISeg 60 17 0 10 Apr 2019
ThumbNet: One Thumbnail Image Contains All You Need for Recognition Chen Zhao Guohao Li 38 12 0 10 Apr 2019
DSNet: An Efficient CNN for Road Scene Segmentation Ping-Rong Chen Hsueh-Ming Hang S. Chan Jing-Jhih Lin SSeg 47 20 0 10 Apr 2019
Decorrelated Adversarial Learning for Age-Invariant Face Recognition Hao Wang Dihong Gong Zhifeng Li Wen Liu CVBM 67 83 0 10 Apr 2019
Joint Activity Recognition and Indoor Localization with WiFi Fingerprints Fei Wang Jianwei Feng Yinliang Zhao Xiaobin Zhang Shiyuan Zhang Jinsong Han 82 142 0 10 Apr 2019
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation Clebeson Canuto dos Santos J. L. A. Samatelo R. Vassallo 57 57 0 10 Apr 2019
SWNet: Small-World Neural Networks and Rapid Convergence Mojan Javaheripi B. Rouhani F. Koushanfar 63 11 0 09 Apr 2019
Learning from Videos with Deep Convolutional LSTM Networks Logan Courtney R. Sreenivas 28 7 0 09 Apr 2019
Quizbowl: The Case for Incremental Question Answering Pedro Rodriguez Shi Feng Mohit Iyyer He He Jordan L. Boyd-Graber 74 50 0 09 Apr 2019
Learning Across Tasks and Domains Pierluigi Zama Ramirez A. Tonioni Samuele Salti Luigi Di Stefano 71 32 0 09 Apr 2019
Software and application patterns for explanation methods Maximilian Alber 80 11 0 09 Apr 2019
Action Recognition from Single Timestamp Supervision in Untrimmed Videos Davide Moltisanti Sanja Fidler Dima Damen 84 61 0 09 Apr 2019
Holistic and Comprehensive Annotation of Clinically Significant Findings on Diverse CT Images: Learning from Radiology Reports and Label Ontology Ke Yan Yifan Peng V. Sandfort M. Bagheri Zhiyong Lu Ronald M. Summers MedIm 73 68 0 09 Apr 2019
Exploring Uncertainty Measures for Image-Caption Embedding-and-Retrieval Task Kenta Hama Takashi Matsubara K. Uehara Jianfei Cai BDL UQCV 40 6 0 09 Apr 2019
Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction Bin Liu Ruiming Tang Yingzhi Chen Jinkai Yu Huifeng Guo Yuzhou Zhang 3DV 76 154 0 09 Apr 2019
Hierarchical Temporal Convolutional Networks for Dynamic Recommender Systems Jiaxuan You Yichen Wang Aditya Pal Pong Eksombatchai C. Rosenberg J. Leskovec 73 125 0 08 Apr 2019
Audio Classification of Bit-Representation Waveform Masaki Okawa Takuya Saito N. Sawada Hiromitsu Nishizaki 35 8 0 08 Apr 2019
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment Paritosh Parmar B. Morris 68 155 0 08 Apr 2019
L2AE-D: Learning to Aggregate Embeddings for Few-shot Learning with Meta-level Dropout Heda Song M. Torres Ender Ozcan I. Triguero 55 8 0 08 Apr 2019
SoDeep: a Sorting Deep net to learn ranking loss surrogates Martin Engilberge Louis Chevallier P. Pérez Matthieu Cord 58 65 0 08 Apr 2019
Parrotron: An End-to-End Speech-to-Speech Conversion Model and its Applications to Hearing-Impaired Speech and Speech Separation Fadi Biadsy Ron J. Weiss Pedro J. Moreno D. Kanvesky Ye Jia 88 115 0 08 Apr 2019
Diabetes Mellitus Forecasting Using Population Health Data in Ontario, Canada Mathieu Ravaut Hamed Sadeghi Kin Kwan Leung M. Volkovs L. Rosella OOD 30 6 0 08 Apr 2019
Deep Learning Based Computed Tomography Whys and Wherefores S. Bazrafkan V. V. Nieuwenhove J. Soons J. D. Beenhouwer Jan Sijbers 63 8 0 08 Apr 2019
Centripetal SGD for Pruning Very Deep Convolutional Networks with Complicated Structure Xiaohan Ding Guiguang Ding Yuchen Guo Jiawei Han 3DPC 69 185 0 08 Apr 2019
Direct Modelling of Speech Emotion from Raw Speech S. Latif R. Rana Sara Khalifa Raja Jurdak J. Epps 114 103 0 08 Apr 2019
Temporal Convolution for Real-time Keyword Spotting on Mobile Devices Seungwoo Choi Seokjun Seo Beomjun Shin Hyeongmin Byun Martin Kersner Beomsu Kim Dongyoung Kim S. Ha 107 155 0 08 Apr 2019
Time Domain Audio Visual Speech Separation Jian Wu Yong-mei Xu Shi-Xiong Zhang Lianwu Chen Meng Yu Lei Xie Dong Yu 124 118 0 07 Apr 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 171 1,356 0 07 Apr 2019
Policy Gradient Search: Online Planning and Expert Iteration without Search Trees Thomas W. Anthony Robert Nishihara Philipp Moritz Tim Salimans John Schulman 81 30 0 07 Apr 2019
Adaptively Connected Neural Networks Guangrun Wang Keze Wang Liang Lin 86 47 0 07 Apr 2019