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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 Principled Uncertainty Estimation for Deep Neural Networks Richard E. Harang Ethan M. Rudd BDL UQCV 83 6 0 29 Oct 2018
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 101 120 0 29 Oct 2018
DeepSphere: Efficient spherical Convolutional Neural Network with HEALPix sampling for cosmological applications Nathanael Perraudin M. Defferrard T. Kacprzak R. Sgier 104 172 0 29 Oct 2018
Unsupervised Data Selection for Supervised Learning Gabriele Valvano Andrea Leo D. Latta N. Martini Gianmarco Santini D. Chiappino E. Ricciardi 36 1 0 29 Oct 2018
Learning How to Listen: A Temporal-Frequential Attention Model for Sound Event Detection Yuhan Shen Ke-Xin He Weiqiang Zhang 40 18 0 29 Oct 2018
Mean-field theory of graph neural networks in graph partitioning T. Kawamoto Masashi Tsubaki T. Obuchi 117 58 0 29 Oct 2018
Enhanced CNN for image denoising Chunwei Tian Yong-mei Xu Lunke Fei Junqian Wang Haizhang Zou Nan Luo 78 148 0 28 Oct 2018
Discrimination-aware Channel Pruning for Deep Neural Networks Zhuangwei Zhuang Mingkui Tan Bohan Zhuang Jing Liu Yong Guo Qingyao Wu Junzhou Huang Jin-Hui Zhu 162 601 0 28 Oct 2018
Cascaded Pyramid Mining Network for Weakly Supervised Temporal Action Localization Haisheng Su Xu Zhao Tianwei Lin 107 27 0 28 Oct 2018
Deep Affinity Network for Multiple Object Tracking Shijie Sun Naveed Akhtar Huansheng Song Ajmal Mian M. Shah VOT 68 333 0 28 Oct 2018
A Convex Duality Framework for GANs Farzan Farnia David Tse GAN 70 63 0 28 Oct 2018
A Methodology for Automatic Selection of Activation Functions to Design Hybrid Deep Neural Networks Alberto Marchisio Muhammad Abdullah Hanif Semeen Rehman Maurizio Martina Mohamed Bennai 42 11 0 27 Oct 2018
Scaling Speech Enhancement in Unseen Environments with Noise Embeddings Gil Keren Jing Han Björn Schuller 71 14 0 26 Oct 2018
Fine-grained Video Categorization with Redundancy Reduction Attention Chen Zhu Xiao Tan Feng Zhou Xiao-Chang Liu Kaiyu Yue Errui Ding Yi-An Ma 73 48 0 26 Oct 2018
Batch Normalization Sampling Zhaodong Chen Lei Deng Guoqi Li Jiawei Sun Xing Hu Xin Ma Yuan Xie 55 0 0 25 Oct 2018
Training of a Skull-Stripping Neural Network with efficient data augmentation Gabriele Valvano N. Martini Andrea Leo Gianmarco Santini D. Latta E. Ricciardi D. Chiappino 17 3 0 25 Oct 2018
K for the Price of 1: Parameter-efficient Multi-task and Transfer Learning Pramod Kaushik Mudrakarta Mark Sandler A. Zhmoginov Andrew G. Howard 89 69 0 25 Oct 2018
Structure Learning of Deep Networks via DNA Computing Algorithm G. Zhong Tao Li Wenxue Liu Yang Chen 38 4 0 25 Oct 2018
Machine Learning Algorithms for Classification of Microcirculation Images from Septic and Non-Septic Patients Perikumar Javia Lukasz Tulczyjew Michal Marcinkiewicz J. Nalepa 23 13 0 24 Oct 2018
Deblending galaxy superpositions with branched generative adversarial networks D. Reiman Brett E. Göhre GAN 109 38 0 23 Oct 2018
GhostVLAD for set-based face recognition Yujie Zhong Relja Arandjelović Andrew Zisserman VLM CVBM 92 84 0 23 Oct 2018
Dynamic Likelihood-free Inference via Ratio Estimation (DIRE) Traiko Dinev Michael U. Gutmann 158 27 0 23 Oct 2018
LoGAN: Generating Logos with a Generative Adversarial Neural Network Conditioned on color Ajkel Mino Gerasimos Spanakis GAN VLM 67 28 0 23 Oct 2018
Two-path 3D CNNs for calibration of system parameters for OCT-based motion compensation N. Gessert M. Gromniak M. Schlüter Alexander Schlaefer 36 2 0 22 Oct 2018
A Fully Attention-Based Information Retriever Alvaro H. C. Correia Jorge Luiz Moreira Silva Thiago de C. Martins Fabio Gagliardi Cozman 63 4 0 22 Oct 2018
A jamming transition from under- to over-parametrization affects loss landscape and generalization S. Spigler Mario Geiger Stéphane dÁscoli Levent Sagun Giulio Biroli Matthieu Wyart 100 150 0 22 Oct 2018
Can We Gain More from Orthogonality Regularizations in Training Deep CNNs? Nitin Bansal Xiaohan Chen Zhangyang Wang OOD 122 188 0 22 Oct 2018
A Comparison of Five Multiple Instance Learning Pooling Functions for Sound Event Detection with Weak Labeling Yun Wang Juncheng Billy Li Florian Metze 122 185 0 22 Oct 2018
MEMC-Net: Motion Estimation and Motion Compensation Driven Neural Network for Video Interpolation and Enhancement Wenbo Bao Wei-Sheng Lai Xiaoyun Zhang Zhiyong Gao Ming-Hsuan Yang 100 323 0 20 Oct 2018
A Modern Take on the Bias-Variance Tradeoff in Neural Networks Brady Neal Sarthak Mittal A. Baratin Vinayak Tantia Matthew Scicluna Simon Lacoste-Julien Ioannis Mitliagkas 87 168 0 19 Oct 2018
Gradient target propagation T. S. Farias Jonas Maziero 49 3 0 19 Oct 2018
MsCGAN: Multi-scale Conditional Generative Adversarial Networks for Person Image Generation Wei Tang Teng Li Fudong Nian Ming Wang GAN 37 10 0 19 Oct 2018
ScratchDet: Training Single-Shot Object Detectors from Scratch Rui Zhu Shifeng Zhang Xiaobo Wang Longyin Wen Hailin Shi Liefeng Bo Tao Mei ObjD 115 125 0 19 Oct 2018
BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning Maxime Chevalier-Boisvert Dzmitry Bahdanau Salem Lahlou Lucas Willems Chitwan Saharia Thien Huu Nguyen Yoshua Bengio ELM 141 241 0 18 Oct 2018
KTAN: Knowledge Transfer Adversarial Network Peiye Liu Wu Liu Huadong Ma Tao Mei Mingoo Seok GAN 86 28 0 18 Oct 2018
Implicit Dual-domain Convolutional Network for Robust Color Image Compression Artifact Reduction Bolun Zheng Yao-wu Chen Xiang Tian Fan Zhou Xuesong Liu 92 79 0 18 Oct 2018
S-Net: A Scalable Convolutional Neural Network for JPEG Compression Artifact Reduction Bolun Zheng Rui Sun Xiang Tian Yao-wu Chen 69 21 0 18 Oct 2018
Deep neural network based i-vector mapping for speaker verification using short utterances Jinxi Guo N. Xu Kailun Qian Yang Shi Kaiyuan Xu Yingnian Wu Abeer Alwan 57 24 0 16 Oct 2018
Incremental Few-Shot Learning with Attention Attractor Networks Mengye Ren Renjie Liao Ethan Fetaya R. Zemel CLL 110 182 0 16 Oct 2018
Learning Inward Scaled Hypersphere Embedding: Exploring Projections in Higher Dimensions Muhammad Kamran Janjua Shah Nawaz Alessandro Calefati I. Gallo 25 0 0 16 Oct 2018
Bottleneck Supervised U-Net for Pixel-wise Liver and Tumor Segmentation Song Li Geoffrey Tso SSeg 37 17 0 16 Oct 2018
Deep Metric Learning with Hierarchical Triplet Loss Weifeng Ge Weilin Huang Dengke Dong Matthew R. Scott 204 415 0 16 Oct 2018
Collaborative Deep Learning Across Multiple Data Centers Kele Xu Haibo Mi Dawei Feng Huaimin Wang Chuan Chen Zibin Zheng Xu Lan FedML 344 18 0 16 Oct 2018
Semantic Aware Attention Based Deep Object Co-segmentation Hong Chen Yifei Huang Hideki Nakayama SSeg 67 73 0 16 Oct 2018
Quasi-hyperbolic momentum and Adam for deep learning Jerry Ma Denis Yarats ODL 165 130 0 16 Oct 2018
Approximate Fisher Information Matrix to Characterise the Training of Deep Neural Networks Zhibin Liao Tom Drummond Ian Reid G. Carneiro 82 23 0 16 Oct 2018
Optimizing Agent Behavior over Long Time Scales by Transporting Value Chia-Chun Hung Timothy Lillicrap Josh Abramson Yan Wu M. Berk Mirza Federico Carnevale Arun Ahuja Greg Wayne 116 124 0 15 Oct 2018
Learning to Segment Corneal Tissue Interfaces in OCT Images T. Mathai K. Lathrop J. Galeotti 74 20 0 15 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 194 144 0 15 Oct 2018
Deep Photovoltaic Nowcasting Jinsong Zhang Rodrigo Verschae S. Nobuhara Jean-François Lalonde 60 160 0 15 Oct 2018