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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
Obtaining Adjustable Regularization for Free via Iterate Averaging Jingfeng Wu Vladimir Braverman Lin F. Yang 67 2 0 15 Aug 2020
Neural Ray Surfaces for Self-Supervised Learning of Depth and Ego-motion Igor Vasiljevic Vitor Campagnolo Guizilini Rares Andrei Ambrus Sudeep Pillai Wolfram Burgard G. Shakhnarovich Adrien Gaidon SSL MDE 70 23 0 15 Aug 2020
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction Detection Ye Liu Junsong Yuan Chang Wen Chen 271 83 0 14 Aug 2020
Deep Atrous Guided Filter for Image Restoration in Under Display Cameras Varun Sundar Sumanth Hegde D. Kothandaraman Kaushik Mitra 79 29 0 14 Aug 2020
Interpretation of Brain Morphology in Association to Alzheimer's Disease Dementia Classification Using Graph Convolutional Networks on Triangulated Meshes Emanuel A. Azcona P. Besson Yunan Wu Arjun Punjabi Adam Martersteck Amil Dravid T. Parrish S. Bandt Aggelos K. Katsaggelos MedIm 51 11 0 14 Aug 2020
Landmark detection in Cardiac Magnetic Resonance Imaging Using A Convolutional Neural Network H. Xue J. Artico Marianna Fontana James C. Moon R. Davies Peter Kellman 21 2 0 14 Aug 2020
DF-GAN: A Simple and Effective Baseline for Text-to-Image Synthesis Ming Tao Hao Tang Leilei Gan Xiaoyuan Jing Bingkun Bao Changsheng Xu 149 214 0 13 Aug 2020
Integrating uncertainty in deep neural networks for MRI based stroke analysis L. Herzog Elvis Murina Oliver Durr S. Wegener Beate Sick 60 53 0 13 Aug 2020
Continuous Speech Separation with Conformer Sanyuan Chen Yu-Huan Wu Zhuo Chen Jian Wu Jinyu Li Takuya Yoshioka Chengyi Wang Shujie Liu M. Zhou 93 130 0 13 Aug 2020
Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3D Jonah Philion Sanja Fidler 136 1,062 0 13 Aug 2020
Generate High Resolution Images With Generative Variational Autoencoder Abhinav Sagar GAN DRL 48 3 0 12 Aug 2020
Convergence of Deep Fictitious Play for Stochastic Differential Games Jiequn Han Ruimeng Hu Jihao Long 83 20 0 12 Aug 2020
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification Danfeng Hong Lianru Gao Naoto Yokoya Jing Yao Jocelyn Chanussot Q. Du Bing Zhang 85 971 0 12 Aug 2020
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning Zhanghan Ke Di Qiu Kaican Li Qiong Yan Rynson W. H. Lau 104 254 0 12 Aug 2020
Null-sampling for Interpretable and Fair Representations T. Kehrenberg Myles Bartlett Oliver Thomas Novi Quadrianto OOD 41 29 0 12 Aug 2020
Representative Graph Neural Network Changqian Yu Yifan Liu Changxin Gao Chunhua Shen Nong Sang GNN 72 41 0 12 Aug 2020
An Ensemble of Simple Convolutional Neural Network Models for MNIST Digit Recognition Sanghyeon An Min Jun Lee Sanglee Park H. Yang Jungmin So 87 79 0 12 Aug 2020
Degree-Quant: Quantization-Aware Training for Graph Neural Networks Shyam A. Tailor Javier Fernandez-Marques Nicholas D. Lane GNN MQ 82 145 0 11 Aug 2020
Image segmentation via Cellular Automata Mark Sandler A. Zhmoginov Liangcheng Luo A. Mordvintsev E. Randazzo Blaise Agüera y Arcas SSeg 72 15 0 11 Aug 2020
PROFIT: A Novel Training Method for sub-4-bit MobileNet Models Eunhyeok Park S. Yoo MQ 64 85 0 11 Aug 2020
Learning to Cluster under Domain Shift Willi Menapace Stéphane Lathuilière Elisa Ricci OOD 73 14 0 11 Aug 2020
Predicting Account Receivables with Machine Learning A. P. Appel G. Malfatti R. L. F. Cunha B. Lima R. Paula 8 3 0 11 Aug 2020
Surgical Mask Detection with Convolutional Neural Networks and Data Augmentations on Spectrograms Steffen Illium Robert Muller Andreas Sedlmeier Claudia Linnhoff-Popien 109 11 0 11 Aug 2020
Exploring Aligned Lyrics-Informed Singing Voice Separation Chang-Bin Jeon Hyeong-Seok Choi Kyogu Lee 61 6 0 11 Aug 2020
Unsupervised Deep Metric Learning with Transformed Attention Consistency and Contrastive Clustering Loss Yongqian Li Shichao Kan Zhihai He SSL 68 24 0 10 Aug 2020
Deep learning for photoacoustic imaging: a survey Changchun Yang Hengrong Lan Feng Gao Fei Gao VLM MedIm 61 21 0 10 Aug 2020
T-GD: Transferable GAN-generated Images Detection Framework Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 78 45 0 10 Aug 2020
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment Dingquan Li Tingting Jiang Ming Jiang 69 99 0 10 Aug 2020
SpeedySpeech: Efficient Neural Speech Synthesis Jan Vainer Ondrej Dusek 71 43 0 09 Aug 2020
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image Gyeongsik Moon Kyoung Mu Lee 3DH 148 429 0 09 Aug 2020
Fully Automated Photogrammetric Data Segmentation and Object Information Extraction Approach for Creating Simulation Terrain Meida Chen Andrew Feng Kyle McCullough P. Prasad R. McAlinden L. Soibelman M. Enloe 44 10 0 09 Aug 2020
Unravelling Small Sample Size Problems in the Deep Learning World Rohit Keshari Soumyadeep Ghosh S. Chhabra Mayank Vatsa Richa Singh 110 33 0 08 Aug 2020
Hierarchical Bi-Directional Feature Perception Network for Person Re-Identification Zhipu Liu Lei Zhang Yang Yang 57 15 0 08 Aug 2020
PAN: Towards Fast Action Recognition via Learning Persistence of Appearance Can Zhang Yuexian Zou Guang Chen Lei Gan 89 39 0 08 Aug 2020
Meta Feature Modulator for Long-tailed Recognition Renzhen Wang Kaiqin Hu Yanwen Zhu Jun Shu Qian Zhao Deyu Meng 98 12 0 08 Aug 2020
Reliable Liver Fibrosis Assessment from Ultrasound using Global Hetero-Image Fusion and View-Specific Parameterization Bowen Li K. Yan D. Tai Yuankai Huo Le Lu Jing Xiao Adam P. Harrison MedIm 26 5 0 07 Aug 2020
Complete parameter inference for GW150914 using deep learning Stephen R. Green J. Gair BDL 101 90 0 07 Aug 2020
Convolutional Complex Knowledge Graph Embeddings Caglar Demir A. N. Ngomo 73 45 0 07 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 176 155 0 06 Aug 2020
Improving on-device speaker verification using federated learning with privacy Filip Granqvist M. Seigel Rogier van Dalen Áine Cahill Stephen Shum Matthias Paulik FedML 77 56 0 06 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification Danfeng Hong Lianru Gao Jing Yao Bing Zhang Antonio J. Plaza Jocelyn Chanussot 106 1,120 0 06 Aug 2020
Global Voxel Transformer Networks for Augmented Microscopy Zhengyang Wang Yaochen Xie Shuiwang Ji ViT 37 34 0 05 Aug 2020
Duality Diagram Similarity: a generic framework for initialization selection in task transfer learning Kshitij Dwivedi Jiahui Huang Radoslaw Martin Cichy Gemma Roig 78 30 0 05 Aug 2020
Neural Loop Combiner: Neural Network Models for Assessing the Compatibility of Loops Bo-Yu Chen Jordan B. L. Smith Yi-Hsuan Yang 65 14 0 05 Aug 2020
Multiple Sclerosis Lesion Activity Segmentation with Attention-Guided Two-Path CNNs N. Gessert Julia Kruger R. Opfer A. Ostwaldt Praveena Manogaran H. Kitzler S. Schippling Alexander Schlaefer MedIm 110 49 0 05 Aug 2020
Unsupervised seismic facies classification using deep convolutional autoencoder V. Puzyrev C. Elders CVBM 36 23 0 05 Aug 2020
When is invariance useful in an Out-of-Distribution Generalization problem ? Masanori Koyama Shoichiro Yamaguchi OOD 100 67 0 04 Aug 2020
Deep Learning Based Early Diagnostics of Parkinsons Disease Elcin Huseyn OOD 13 4 0 04 Aug 2020
Entropy Guided Adversarial Model for Weakly Supervised Object Localization Sabrina Narimene Benassou Wuzhen Shi Feng Jiang GAN AAML WSOL 70 5 0 04 Aug 2020
Select, Extract and Generate: Neural Keyphrase Generation with Layer-wise Coverage Attention Wasi Uddin Ahmad Xiaoyu Bai Soomin Lee Kai-Wei Chang 87 37 0 04 Aug 2020