Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in
Automated Sleep Scoring

Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in Automated Sleep Scoring

5 July 2022

Davide Pedroncelli

Valentina Agostini

Papers citing "Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in Automated Sleep Scoring"

17 / 17 papers shown

Title
DeepSleepNet-Lite: A Simplified Automatic Sleep Stage Scoring Model with Uncertainty Estimates Luigi Fiorillo Paolo Favaro F. Faraci 108 79 0 24 Aug 2021
Automatic sleep stage classification with deep residual networks in a mixed-cohort setting A. N. Olesen P. Jennum Emmanuel Mignot H. Sørensen 77 68 0 21 Aug 2020
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging Huy P Phan Oliver Y. Chén M. Tran P. Koch Alfred Mertins M. D. Vos AI4TS 93 211 0 08 Jul 2020
Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging Antoine Guillot F. Sauvet E. During Valentin Thorey 92 106 0 31 Oct 2019
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach Sajad Mousavi Fatemeh Afghah U. R. Acharya 58 382 0 05 Mar 2019
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 95 418 0 28 Sep 2018
Neural network an1alysis of sleep stages enables efficient diagnosis of narcolepsy Jens B. Stephansen A. N. Olesen Mads Olsen A. Ambati E. Leary ... C. Kushida P. Peppard H. Sørensen P. Jennum Emmanuel Mignot 58 225 0 05 Oct 2017
Deep Convolutional Neural Networks for Interpretable Analysis of EEG Sleep Stage Scoring A. Vilamala Kristoffer Hougaard Madsen Lars Kai Hansen 64 138 0 02 Oct 2017
A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series Stanislas Chambon M. Galtier P. Arnal G. Wainrib Alexandre Gramfort MLAU AI4TS 58 489 0 05 Jul 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 280 5,812 0 14 Jun 2017
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 82 957 0 12 Mar 2017
Mixed Neural Network Approach for Temporal Sleep Stage Classification Hao Dong A. Supratak W. Pan Chao Wu Paul M. Matthews Yike Guo 40 245 0 15 Oct 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 804 27,303 0 02 Dec 2015
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 364 7,955 0 17 Aug 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 736 9,290 0 06 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 432 43,234 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 149,842 0 22 Dec 2014