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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
Camera-Based Adaptive Trajectory Guidance via Neural Networks Aditya Rajguru Christopher Collander William J. Beksi 30 2 0 09 Jan 2020
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DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection Liming Jiang Ren Li Wayne Wu Chao Qian Chen Change Loy CVBM PICV 150 447 0 09 Jan 2020
An Internal Covariate Shift Bounding Algorithm for Deep Neural Networks by Unitizing Layers' Outputs You Huang Yuanlong Yu 72 7 0 09 Jan 2020
Least squares binary quantization of neural networks Hadi Pouransari Zhucheng Tu Oncel Tuzel MQ 82 32 0 09 Jan 2020
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Fast Neural Network Adaptation via Parameter Remapping and Architecture Search Jiemin Fang Yuzhu Sun Kangjian Peng Qian Zhang Yuan Li Wenyu Liu Xinggang Wang SSeg 55 34 0 08 Jan 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 202 250 0 08 Jan 2020
Convolutional Networks with Dense Connectivity Gao Huang Zhuang Liu Geoff Pleiss Laurens van der Maaten Kilian Q. Weinberger 3DV 80 459 0 08 Jan 2020
Resource-Efficient Neural Networks for Embedded Systems Wolfgang Roth Günther Schindler Lukas Pfeifenberger Robert Peharz Sebastian Tschiatschek Holger Fröning Franz Pernkopf Zoubin Ghahramani 92 51 0 07 Jan 2020
Sparse Weight Activation Training Md Aamir Raihan Tor M. Aamodt 155 73 0 07 Jan 2020
Regularization via Structural Label Smoothing Weizhi Li Gautam Dasarathy Visar Berisha UQCV 86 51 0 07 Jan 2020
Semi-supervised Anomaly Detection using AutoEncoders Manpreet Singh Minhas John S. Zelek UQCV 24 21 0 06 Jan 2020
Generalizing Emergent Communication Thomas A. Unger Elia Bruni 63 1 0 06 Jan 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation Qi Dou Quande Liu Pheng Ann Heng Ben Glocker 74 179 0 06 Jan 2020
Modeling Musical Structure with Artificial Neural Networks Stefan Lattner 49 2 0 06 Jan 2020
Combining data assimilation and machine learning to emulate a dynamical model from sparse and noisy observations: a case study with the Lorenz 96 model J. Brajard A. Carrassi Marc Bocquet Laurent Bertino 95 228 0 06 Jan 2020
Deep Learning-Based Solvability of Underdetermined Inverse Problems in Medical Imaging Chang Min Hyun Seong Hyeon Baek M. Lee S. Lee J.K. Seo 131 41 0 06 Jan 2020
Robust Semantic Segmentation of Brain Tumor Regions from 3D MRIs Andriy Myronenko Ali Hatamizadeh 99 49 0 06 Jan 2020
Accumulated Polar Feature-based Deep Learning for Efficient and Lightweight Automatic Modulation Classification with Channel Compensation Mechanism Chieh-Fang Teng Ching-Yao Chou Chun-Hsiang Chen A. Wu 60 40 0 06 Jan 2020
Self-Orthogonality Module: A Network Architecture Plug-in for Learning Orthogonal Filters Ziming Zhang Wenchi Ma Yuanwei Wu Guanghui Wang 87 10 0 05 Jan 2020
Cooperative Initialization based Deep Neural Network Training Pravendra Singh Munender Varshney Vinay P. Namboodiri ODL 92 14 0 05 Jan 2020
Prediction of MRI Hardware Failures based on Image Features using Time Series Classification Nadine Kuhnert L. Pflüger Andreas Maier OOD 32 2 0 05 Jan 2020
CNNTOP: a CNN-based Trajectory Owner Prediction Method Xucheng Luo Shengyang Li Yuxiang Peng 38 2 0 05 Jan 2020
Empirical Studies on the Properties of Linear Regions in Deep Neural Networks Xiao Zhang Dongrui Wu 58 38 0 04 Jan 2020
Discrimination-aware Network Pruning for Deep Model Compression Jing Liu Bohan Zhuang Zhuangwei Zhuang Yong Guo Junzhou Huang Jin-Hui Zhu Mingkui Tan CVBM 95 121 0 04 Jan 2020
From Kinematics To Dynamics: Estimating Center of Pressure and Base of Support from Video Frames of Human Motion J. Scott Christopher Funk Bharadwaj Ravichandran J. Challis R. Collins Yanxi Liu 3DH 78 5 0 02 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 104 82 0 02 Jan 2020
A $^3$ DSegNet: Anatomy-aware artifact disentanglement and segmentation network for unpaired segmentation, artifact reduction, and modality translation Y. Lyu Haofu Liao Heqin Zhu S. Kevin Zhou MedIm 53 4 0 02 Jan 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search Xuanyi Dong Yi Yang 165 718 0 02 Jan 2020
A Comprehensive and Modularized Statistical Framework for Gradient Norm Equality in Deep Neural Networks Zhaodong Chen Lei Deng Bangyan Wang Guoqi Li Yuan Xie 124 29 0 01 Jan 2020
A Coarse-to-Fine Adaptive Network for Appearance-Based Gaze Estimation Yihua Cheng Shiyao Huang Fei Wang Chao Qian Feng Lu CVBM 101 159 0 01 Jan 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian Xinyu Lin Yanzhi Wang Bin Ren MQ 124 229 0 01 Jan 2020
Attentive batch normalization for lstm-based acoustic modeling of speech recognition Fenglin Ding Wu Guo Lirong Dai Jun Du 37 7 0 01 Jan 2020
Short-Term Temporal Convolutional Networks for Dynamic Hand Gesture Recognition Yi Zhang Chong Wang Ye Zheng Jieyu Zhao Yuqi Li Xijiong Xie 3DH 28 4 0 31 Dec 2019
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping Lingzhi Li Jianmin Bao Hao Yang Dong Chen Fang Wen CVBM 146 341 0 31 Dec 2019
Deep Learning on Image Denoising: An overview Chunwei Tian Lunke Fei Wenxian Zheng Yong-mei Xu W. Zuo Chia-Wen Lin 249 840 0 31 Dec 2019
Recognizing Instagram Filtered Images with Feature De-stylization Zhe Wu Zuxuan Wu Bharat Singh L. Davis 75 20 0 30 Dec 2019
Prediction of wall-bounded turbulence from wall quantities using convolutional neural networks L. Guastoni M. P. Encinar P. Schlatter Hossein Azizpour R. Vinuesa MDE 45 33 0 30 Dec 2019
Supervised and Unsupervised Learning of Parameterized Color Enhancement Yoav Chai Raja Giryes Lior Wolf GAN 58 28 0 30 Dec 2019
Variance Reduced Local SGD with Lower Communication Complexity Xian-Feng Liang Shuheng Shen Jingchang Liu Zhen Pan Enhong Chen Yifei Cheng FedML 95 154 0 30 Dec 2019
Very Long Natural Scenery Image Prediction by Outpainting Zongxin Yang Jian Dong Ping Liu Yi Yang Shuicheng Yan 71 88 0 29 Dec 2019
Pipelined Training with Stale Weights of Deep Convolutional Neural Networks Lifu Zhang T. Abdelrahman 58 0 0 29 Dec 2019
Copy Move Source-Target Disambiguation through Multi-Branch CNNs Mauro Barni Quoc-Tin Phan B. Tondi 132 53 0 29 Dec 2019
Learning to segment images with classification labels Ozan Ciga Anne L. Martel VLM 59 25 0 28 Dec 2019
Applications of Unsupervised Deep Transfer Learning to Intelligent Fault Diagnosis: A Survey and Comparative Study Zhibin Zhao Qiyang Zhang Xiaolei Yu Chuang Sun Shibin Wang Ruqiang Yan Xuefeng Chen AI4CE 79 368 0 28 Dec 2019
MulGAN: Facial Attribute Editing by Exemplar Jingtao Guo Zhenzhen Qian Zuowei Zhou Yi Liu CVBM GAN 40 18 0 28 Dec 2019
Improved Multi-Stage Training of Online Attention-based Encoder-Decoder Models Abhinav Garg Dhananjaya N. Gowda Ankur Kumar Kwangyoun Kim Mehul Kumar Chanwoo Kim 3DV 44 15 0 28 Dec 2019
Cross-scale Attention Model for Acoustic Event Classification Xugang Lu Peng Shen Sheng Li Yu Tsao Hisashi Kawai 39 2 0 27 Dec 2019
Language Independent Sentiment Analysis M. Shakeel Turki Alghamidi S. Faizullah Imdadullah Khan 44 21 0 27 Dec 2019