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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
Compressed Sensing MRI via a Multi-scale Dilated Residual Convolution Network Yuxiang Dai Peixian Zhuang MedIm 68 30 0 11 Jun 2019
Deep learning analysis of coronary arteries in cardiac CT angiography for detection of patients requiring invasive coronary angiography M. Zreik R. V. van Hamersvelt Nadieh Khalili J. Wolterink M. Voskuil M. Viergever T. Leiner Ivana Išgum 48 55 0 11 Jun 2019
Probabilistic Forecasting with Temporal Convolutional Neural Network Yitian Chen Yanfei Kang Yixiong Chen Zizhuo Wang BDL AI4TS 119 331 0 11 Jun 2019
Subspace Attack: Exploiting Promising Subspaces for Query-Efficient Black-box Attacks Ziang Yan Yiwen Guo Changshui Zhang AAML 79 111 0 11 Jun 2019
Band Attention Convolutional Networks For Hyperspectral Image Classification Hongwei Dong Lamei Zhang B. Zou 57 24 0 11 Jun 2019
Towards Amortized Ranking-Critical Training for Collaborative Filtering Sam Lobel Chunyuan Li Jianfeng Gao Lawrence Carin 71 15 0 10 Jun 2019
Making CNNs for Video Parsing Accessible Zijin Luo Matthew J. Guzdial Mark O. Riedl 46 9 0 10 Jun 2019
Neural Spline Flows Conor Durkan Artur Bekasov Iain Murray George Papamakarios DRL 236 778 0 10 Jun 2019
Synthesizing 3D Shapes from Silhouette Image Collections using Multi-projection Generative Adversarial Networks Xiao Li Yue Dong Pieter Peers Xin Tong GAN 55 33 0 10 Jun 2019
Network Implosion: Effective Model Compression for ResNets via Static Layer Pruning and Retraining Yasutoshi Ida Yasuhiro Fujiwara 56 1 0 10 Jun 2019
Intriguing properties of adversarial training at scale Cihang Xie Alan Yuille AAML 75 68 0 10 Jun 2019
Exploiting the Sign of the Advantage Function to Learn Deterministic Policies in Continuous Domains Matthieu Zimmer Paul Weng 33 7 0 10 Jun 2019
The Generalization-Stability Tradeoff In Neural Network Pruning Brian Bartoldson Ari S. Morcos Adrian Barbu G. Erlebacher 94 76 0 09 Jun 2019
HGC: Hierarchical Group Convolution for Highly Efficient Neural Network Xukai Xie Yuan Zhou S. Kung 27 3 0 09 Jun 2019
On the Vulnerability of Capsule Networks to Adversarial Attacks Félix D. P. Michels Tobias Uelwer Eric Upschulte Stefan Harmeling AAML 77 24 0 09 Jun 2019
Four Things Everyone Should Know to Improve Batch Normalization Cecilia Summers M. Dinneen 85 52 0 09 Jun 2019
Domain Adaptive Dialog Generation via Meta Learning Kun Qian Zhou Yu VLM OffRL 85 130 0 08 Jun 2019
DiCENet: Dimension-wise Convolutions for Efficient Networks Sachin Mehta Hannaneh Hajishirzi Mohammad Rastegari 101 43 0 08 Jun 2019
A Coarse-to-Fine Framework for Learned Color Enhancement with Non-Local Attention Chaowei Shan Zhizheng Zhang Zhibo Chen 21 4 0 08 Jun 2019
S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images M. Islam Daniel Massicotte F. Nougarou P. Massicotte Weiping Zhu 36 9 0 08 Jun 2019
Non-Differentiable Supervised Learning with Evolution Strategies and Hybrid Methods Karel Lenc Erich Elsen Tom Schaul Karen Simonyan 49 20 0 07 Jun 2019
Coherent Point Drift Networks: Unsupervised Learning of Non-Rigid Point Set Registration Lingjing Wang Xiang Li Jianchun Chen Yi Fang 3DPC 79 25 0 07 Jun 2019
Visual Person Understanding through Multi-Task and Multi-Dataset Learning Kilian Pfeiffer Alexander Hermans István Sárándi Mark Weber Bastian Leibe 3DH 59 5 0 07 Jun 2019
Inductive Bias of Gradient Descent based Adversarial Training on Separable Data Yan Li Ethan X. Fang Huan Xu T. Zhao 92 16 0 07 Jun 2019
The Normalization Method for Alleviating Pathological Sharpness in Wide Neural Networks Ryo Karakida S. Akaho S. Amari 73 41 0 07 Jun 2019
Stochasticity and Robustness in Spiking Neural Networks W. Olin-Ammentorp K. Beckmann Catherine D. Schuman J. Plank N. Cady 61 13 0 06 Jun 2019
Improving Exploration in Soft-Actor-Critic with Normalizing Flows Policies Patrick Nadeem Ward Ariella Smofsky A. Bose 79 58 0 06 Jun 2019
Training large-scale ANNs on simulated resistive crossbar arrays Malte J. Rasch Tayfun Gokmen W. Haensch 18 12 0 06 Jun 2019
Deep Semi-Supervised Anomaly Detection Lukas Ruff Robert A. Vandermeulen Nico Görnitz Alexander Binder Emmanuel Müller K. Müller Marius Kloft UQCV 66 549 0 06 Jun 2019
Seq-SetNet: Exploring Sequence Sets for Inferring Structures Fusong Ju Jianwei Zhu Guozheng Wei Qi Zhang Shiwei Sun Dongbo Bu 41 2 0 06 Jun 2019
Practical Deep Learning with Bayesian Principles Kazuki Osawa S. Swaroop Anirudh Jain Runa Eschenhagen Richard Turner Rio Yokota Mohammad Emtiyaz Khan BDL UQCV 167 247 0 06 Jun 2019
How to Initialize your Network? Robust Initialization for WeightNorm & ResNets Devansh Arpit Victor Campos Yoshua Bengio 83 59 0 05 Jun 2019
Variational Pretraining for Semi-supervised Text Classification Suchin Gururangan T. Dang Dallas Card Noah A. Smith VLM 61 112 0 05 Jun 2019
Adaptation Across Extreme Variations using Unlabeled Domain Bridges Shuyang Dai Kihyuk Sohn Yi-Hsuan Tsai Lawrence Carin Manmohan Chandraker 76 12 0 05 Jun 2019
Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization K. Helwegen James Widdicombe Lukas Geiger Zechun Liu K. Cheng Roeland Nusselder MQ 71 114 0 05 Jun 2019
Machine Learning and System Identification for Estimation in Physical Systems Fredrik Bagge Carlson OOD 54 5 0 05 Jun 2019
Efficient, Lexicon-Free OCR using Deep Learning Marcin Namysl I. Konya 3DV 36 35 0 05 Jun 2019
Farm land weed detection with region-based deep convolutional neural networks Mohammad Ibrahim Sarker Hyongsuk Kim 30 8 0 05 Jun 2019
OpenEI: An Open Framework for Edge Intelligence Xingzhou Zhang Yifan Wang Sidi Lu Liangkai Liu Lanyu Xu Weisong Shi 82 101 0 05 Jun 2019
Automated Classification of Seizures against Nonseizures: A Deep Learning Approach Xinghua Yao Q. Cheng Guoqiang Zhang 97 18 0 05 Jun 2019
An Introduction to Deep Morphological Networks Keiller Nogueira Jocelyn Chanussot M. Dalla Mura J. A. dos Santos 52 35 0 04 Jun 2019
DVDnet: A Fast Network for Deep Video Denoising Matias Tassano J. Delon T. Veit 76 135 0 04 Jun 2019
Nemesyst: A Hybrid Parallelism Deep Learning-Based Framework Applied for Internet of Things Enabled Food Retailing Refrigeration Systems George Onoufriou Ronald Bickerton Simon Pearson Georgios Leontidis GNN 65 25 0 04 Jun 2019
Automatic Health Problem Detection from Gait Videos Using Deep Neural Networks Rahil Mehrizi Xi Peng Shaoting Zhang Ruisong Liao Kang Li 61 12 0 04 Jun 2019
End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On Thibaut Issenhuth Jérémie Mary Clément Calauzènes 3DH 103 24 0 04 Jun 2019
A Novel Deep Neural Network Based Approach for Sparse Code Multiple Access Jinzhi Lin Shengzhong Feng Zhile Yang Yun Zhang Yong Zhang 81 33 0 04 Jun 2019
Learning Deep Image Priors for Blind Image Denoising Xianxu Hou Hongming Luo Jingxin Liu Bolei Xu Ke Sun Yuanhao Gong Bozhi Liu Guoping Qiu 80 7 0 04 Jun 2019
An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem Chaitanya K. Joshi T. Laurent Xavier Bresson GNN 124 378 0 04 Jun 2019
Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault Attacks Sanghyun Hong Pietro Frigo Yigitcan Kaya Cristiano Giuffrida Tudor Dumitras AAML 74 214 0 03 Jun 2019
Fashion Editing with Adversarial Parsing Learning Haoye Dong Xiaodan Liang Yixuan Zhang Xujie Zhang Zhenyu Xie Bowen Wu Ziqi Zhang Xiaohui Shen Jian Yin GAN 69 11 0 03 Jun 2019