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Elisabeth R. M. Heremans
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Journal Articles
- 2024
- [j3]Elisabeth R. M. Heremans
, Nabeel Seedat, Bertien Buyse
, Dries Testelmans
, Mihaela van der Schaar, Maarten De Vos
:
U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging. Comput. Biol. Medicine 171: 108205 (2024) - 2023
- [j2]Huy Phan
, Kristian P. Lorenzen
, Elisabeth R. M. Heremans
, Oliver Y. Chén
, Minh C. Tran
, Philipp Koch, Alfred Mertins
, Mathias Baumert
, Kaare B. Mikkelsen
, Maarten De Vos
:
L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging. IEEE J. Biomed. Health Informatics 27(10): 4748-4757 (2023) - 2022
- [j1]Elisabeth R. M. Heremans
, Huy Phan, Amir Hossein Ansari, Pascal Borzée, Bertien Buyse
, Dries Testelmans
, Maarten De Vos
:
Feature matching as improved transfer learning technique for wearable EEG. Biomed. Signal Process. Control. 78: 104009 (2022)
Conference and Workshop Papers
- 2023
- [c2]Huy Phan, Elisabeth R. M. Heremans
, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos:
Improving Automatic Sleep Staging Via Temporal Smoothness Regularization. ICASSP 2023: 1-5 - 2022
- [c1]Elisabeth R. M. Heremans
, Trui Osselaer, Nick Seeuws, Huy Phan, Dries Testelmans
, Maarten De Vos
:
Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging. BHI 2022: 1-4
Informal and Other Publications
- 2023
- [i3]Huy Phan, Kristian P. Lorenzen, Elisabeth R. M. Heremans, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Mathias Baumert, Kaare B. Mikkelsen, Maarten De Vos:
L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging. CoRR abs/2301.03441 (2023) - [i2]Elisabeth R. M. Heremans, Nabeel Seedat, Bertien Buyse, Dries Testelmans, Mihaela van der Schaar, Maarten De Vos:
U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging. CoRR abs/2306.04663 (2023) - 2022
- [i1]Elisabeth R. M. Heremans, Huy Phan, Amir Hossein Ansari, Pascal Borzée, Bertien Buyse, Dries Testelmans, Maarten De Vos:
Feature matching as improved transfer learning technique for wearable EEG. CoRR abs/2201.00644 (2022)
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