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RobustSleepNet: Transfer learning for automated sleep staging at scale

IEEE transactions on neural systems and rehabilitation engineering (IEEE TNSRE), 2021

7 January 2021

Papers citing "RobustSleepNet: Transfer learning for automated sleep staging at scale"

19 / 19 papers shown

Bridging Privacy and Utility: Synthesizing anonymized EEG with constraining utility functions

24 Sep 2025

From Sleep Staging to Spindle Detection: Evaluating End-to-End Automated Sleep Analysis

306

08 May 2025

Contrastive random lead coding for channel-agnostic self-supervision of biosignals

232

21 Oct 2024

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer NetworksSN Computer Science (SCS), 2024

273

18 Oct 2024

S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models

Tiezhi Wang

Nils Strodthoff

587

10 Oct 2023

Structure-Preserving Transformers for Sequences of SPD MatricesEuropean Signal Processing Conference (EUSIPCO), 2023

531

14 Sep 2023

Multi-view self-supervised learning for multivariate variable-channel time seriesInternational Workshop on Machine Learning for Signal Processing (MLSP), 2023

178

13 Jul 2023

U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging

219

07 Jun 2023

L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep StagingIEEE journal of biomedical and health informatics (IEEE JBHI), 2023

287

09 Jan 2023

Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space ModelsACM Conference on Health, Inference, and Learning (ACM CHIL), 2022

Christopher Lee-Messer

D. Rubin

357

21 Nov 2022

U-Sleep's resilience to AASM guidelinesnpj Digital Medicine (NDM), 2022

328

19 Sep 2022

Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep ScoringBiomedical Signal Processing and Control (BSPC), 2022

Jeroen Van Der Donckt

283

15 Jul 2022

Feature matching as improved transfer learning technique for wearable EEGBiomedical Signal Processing and Control (BSPC), 2021

253

29 Dec 2021

Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future DirectionsPhysiological Measurement (Physiol. Meas.), 2021

Huy P Phan

Kaare B. Mikkelsen

281

130

03 Nov 2021

Pediatric Automatic Sleep Staging: A comparative study of state-of-the-art deep learning methodsIEEE Transactions on Biomedical Engineering (IEEE Trans. Biomed. Eng.), 2021

Huy P Phan

Alfred Mertins

M. Baumert

353

23 Aug 2021

Robust learning from corrupted EEG with dynamic spatial filteringNeuroImage (NeuroImage), 2021

249

27 May 2021

SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty QuantificationIEEE Transactions on Biomedical Engineering (IEEE Trans. Biomed. Eng.), 2021

395

261

23 May 2021

Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep stagingIEEE transactions on neural systems and rehabilitation engineering (TNSRE), 2019

666

128

31 Oct 2019

U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep StagingNeural Information Processing Systems (NeurIPS), 2019

376

312

24 Oct 2019