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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
Towards Characterizing Divergence in Deep Q-Learning Joshua Achiam Ethan Knight Pieter Abbeel 66 98 0 21 Mar 2019
Classification of EEG-Based Brain Connectivity Networks in Schizophrenia Using a Multi-Domain Connectome Convolutional Neural Network Chun-Ren Phang C. Ting Fuad M. Noman H. Ombao 53 121 0 21 Mar 2019
Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration Xing Liu Masanori Suganuma Zhun Sun Takayuki Okatani 77 206 0 21 Mar 2019
Evolving Deep Neural Networks by Multi-objective Particle Swarm Optimization for Image Classification Bin Wang Yizhou Sun Bing Xue Mengjie Zhang 86 66 0 21 Mar 2019
Prostate Segmentation from Ultrasound Images using Residual Fully Convolutional Network M. S. Hossain A. Paplinski John M. Betts MedIm 20 2 0 21 Mar 2019
DC-SPP-YOLO: Dense Connection and Spatial Pyramid Pooling Based YOLO for Object Detection Zhanchao Huang Jianlin Wang Xuesong Fu Tao Yu Yongqi Guo Rutong Wang ObjD 65 312 0 20 Mar 2019
Deep Octonion Networks Jiasong Wu Ling Xu Youyong Kong L. Senhadji H. Shu 63 44 0 20 Mar 2019
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images Marin Orsic Ivan Kreso Petra Bevandić Sinisa Segvic SSeg 68 343 0 20 Mar 2019
Convolution with even-sized kernels and symmetric padding Shuang Wu Guanrui Wang Pei Tang F. Chen Luping Shi 49 70 0 20 Mar 2019
Residual Deep Convolutional Neural Network for EEG Signal Classification in Epilepsy D. Lu Jochen Triesch 65 40 0 19 Mar 2019
Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks Sambhav R. Jain Albert Gural Michael Wu Chris Dick MQ 112 152 0 19 Mar 2019
Scheduled Intrinsic Drive: A Hierarchical Take on Intrinsically Motivated Exploration Jingwei Zhang Niklas Wetzel Nicolai Dorka Joschka Boedecker Wolfram Burgard 65 26 0 18 Mar 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 225 2,707 0 18 Mar 2019
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection Jia-Xing Zhong Nannan Li Weijie Kong Shan Liu Thomas H. Li Ge Li NoLa SSL 116 410 0 18 Mar 2019
Counterpoint by Convolution Cheng-Zhi Anna Huang Tim Cooijmans Adam Roberts Aaron Courville Douglas Eck BDL 81 151 0 18 Mar 2019
Proximal Splitting Networks for Image Restoration Raied Aljadaany Dipan K. Pal Marios Savvides SupR 36 8 0 17 Mar 2019
Stabilize Deep ResNet with A Sharp Scaling Factor $τ$ Huishuai Zhang Da Yu Mingyang Yi Wei Chen Tie-Yan Liu 57 9 0 17 Mar 2019
AdaGraph: Unifying Predictive and Continuous Domain Adaptation through Graphs Massimiliano Mancini Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 79 73 0 17 Mar 2019
Adversarial Attacks on Deep Neural Networks for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AAML 90 135 0 17 Mar 2019
Robust Super-Resolution GAN, with Manifold-based and Perception Loss Uddeshya Upadhyay Suyash P. Awate SupR OOD 71 24 0 16 Mar 2019
Generate What You Can't See - a View-dependent Image Generation K. Piaskowski Rafal Staszak D. Belter GAN 43 3 0 15 Mar 2019
Improving Strong-Scaling of CNN Training by Exploiting Finer-Grained Parallelism Nikoli Dryden N. Maruyama Tom Benson Tim Moon M. Snir B. Van Essen 69 49 0 15 Mar 2019
SCNN: A General Distribution based Statistical Convolutional Neural Network with Application to Video Object Detection Tianchen Wang Jinjun Xiong Xiaowei Xu Yiyu Shi 70 24 0 15 Mar 2019
PifPaf: Composite Fields for Human Pose Estimation S. Kreiss Lorenzo Bertoni Alexandre Alahi 3DH 100 425 0 15 Mar 2019
Selective Kernel Networks Xiang Li Wenhai Wang Xiaolin Hu Jian Yang 109 2,062 0 15 Mar 2019
GolfDB: A Video Database for Golf Swing Sequencing William J. McNally Kanav Vats T. Pinto Chris Dulhanty J. McPhee A. Wong 59 55 0 15 Mar 2019
Multimodal Deep Learning for Finance: Integrating and Forecasting International Stock Markets Sang Il Lee S. Yoo 71 63 0 15 Mar 2019
Automatic Detection of Cortical Arousals in Sleep and their Contribution to Daytime Sleepiness A. Brink-Kjaer A. N. Olesen P. Peppard K. Stone P. Jennum Emmanuel Mignot H. Sørensen 134 17 0 15 Mar 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 117 399 0 15 Mar 2019
Generative adversarial network-based glottal waveform model for statistical parametric speech synthesis Bajibabu Bollepalli Lauri Juvela P. Alku 63 46 0 14 Mar 2019
Deep Patent Landscaping Model Using Transformer and Graph Embedding Seok-Jai Choi Hyeonju Lee Eunjeong Lucy Park Sungchul Choi 23 15 0 14 Mar 2019
ALOHA: Auxiliary Loss Optimization for Hypothesis Augmentation Ethan M. Rudd Felipe N. Ducau Cody Wild Konstantin Berlin Richard E. Harang AAML 68 29 0 13 Mar 2019
Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets Penghang Yin J. Lyu Shuai Zhang Stanley Osher Y. Qi Jack Xin MQ LLMSV 154 320 0 13 Mar 2019
Asymmetric Residual Neural Network for Accurate Human Activity Recognition J. Long Wuqing Sun Zhan Yang Osolo Ian Raymond HAI 57 21 0 13 Mar 2019
Unsupervised Discovery of Parts, Structure, and Dynamics Zhenjia Xu Zhijian Liu Chen Sun Kevin Patrick Murphy William T. Freeman J. Tenenbaum Jiajun Wu OCL 84 61 0 12 Mar 2019
Universally Slimmable Networks and Improved Training Techniques Jiahui Yu Thomas Huang 99 389 0 12 Mar 2019
Dense Classification and Implanting for Few-Shot Learning Yann Lifchitz Yannis Avrithis Sylvaine Picard Andrei Bursuc VLM 65 198 0 12 Mar 2019
Learning to Paint With Model-based Deep Reinforcement Learning Zhewei Huang Wen Heng Shuchang Zhou GAN 117 156 0 11 Mar 2019
An Innovative Word Encoding Method For Text Classification Using Convolutional Neural Network Amr Adel Helmy Yasser M. K. Omar R. Hodhod 28 8 0 11 Mar 2019
Likelihood-free MCMC with Amortized Approximate Ratio Estimators Joeri Hermans Volodimir Begy Gilles Louppe 124 20 0 10 Mar 2019
A Hybrid GA-PSO Method for Evolving Architecture and Short Connections of Deep Convolutional Neural Networks Bin Wang Yizhou Sun Bing Xue Mengjie Zhang 63 31 0 10 Mar 2019
SSN: Learning Sparse Switchable Normalization via SparsestMax Wenqi Shao Jiamin Ren Jingyu Li Ruimao Zhang Yudian Li Xiaogang Wang Ping Luo 69 56 0 09 Mar 2019
Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search Xuzhao Li Yiming Zhou Zheng Pan Jiashi Feng 3DV 72 158 0 09 Mar 2019
Fast Deep Stereo with 2D Convolutional Processing of Cost Signatures K. Yee Ayan Chakrabarti 3DPC 3DV 55 33 0 08 Mar 2019
Learn and Link: Learning Critical Regions for Efficient Planning Daniel Molina Kislay Kumar Siddharth Srivastava 75 28 0 08 Mar 2019
Ranked List Loss for Deep Metric Learning Xinshao Wang Yang Hua Elyor Kodirov N. Robertson 149 248 0 08 Mar 2019
Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss Subhankar Roy Aliaksandr Siarohin E. Sangineto Samuel Rota Buló N. Sebe Elisa Ricci 126 164 0 07 Mar 2019
Weakly Supervised Complementary Parts Models for Fine-Grained Image Classification from the Bottom Up Weifeng Ge Xiangru Lin Yizhou Yu 107 257 0 07 Mar 2019
Multi-output Bus Travel Time Prediction with Convolutional LSTM Neural Network N. Petersen Filipe Rodrigues Francisco Câmara Pereira AI4TS 53 226 0 07 Mar 2019
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing Chi Zhang Feng Gao Baoxiong Jia Yixin Zhu Song-Chun Zhu AIMat 74 312 0 07 Mar 2019