Sleep CLIP: A Multimodal Sleep Staging Model Based on Sleep Signals and Sleep Staging Labels.
CLIP
multi-modal models
sleep stage
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
23 Aug 2023
23 Aug 2023
Historique:
received:
11
07
2023
revised:
12
08
2023
accepted:
21
08
2023
medline:
11
9
2023
pubmed:
9
9
2023
entrez:
9
9
2023
Statut:
epublish
Résumé
Since the release of the contrastive language-image pre-training (CLIP) model designed by the OpenAI team, it has been applied in several fields owing to its high accuracy. Sleep staging is an important method of diagnosing sleep disorders, and the completion of sleep staging tasks with high accuracy has always remained the main goal of sleep staging algorithm designers. This study is aimed at designing a multimodal model based on the CLIP model that is more suitable for sleep staging tasks using sleep signals and labels. The pre-training efforts of the model involve five different training sets. Finally, the proposed method is tested on two training sets (EDF-39 and EDF-153), with accuracies of 87.3 and 85.4%, respectively.
Identifiants
pubmed: 37687797
pii: s23177341
doi: 10.3390/s23177341
pmc: PMC10490238
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
IEEE Trans Neural Syst Rehabil Eng. 2018 Apr;26(4):758-769
pubmed: 29641380
IEEE Trans Neural Syst Rehabil Eng. 2023 Jan 23;PP:
pubmed: 37022068
Circulation. 2000 Jun 13;101(23):E215-20
pubmed: 10851218
Int J Neural Syst. 2013 Jun;23(3):1350012
pubmed: 23627659
PLoS One. 2019 May 7;14(5):e0216456
pubmed: 31063501
Front Physiol. 2023 May 10;14:1171467
pubmed: 37250117
IEEE Trans Neural Syst Rehabil Eng. 2017 Nov;25(11):1998-2008
pubmed: 28678710
Sleep Med. 2001 Nov;2(6):537-53
pubmed: 14592270
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2023 Apr 25;40(2):280-285
pubmed: 37139759
Neurosci Res. 2023 Mar;188:51-67
pubmed: 36152918
Indian J Med Res. 2010 Feb;131:126-40
pubmed: 20308738
Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:641-644
pubmed: 33018069
Sleep. 2023 Feb 8;46(2):
pubmed: 35780449
Psychiatry Clin Neurosci. 1999 Apr;53(2):175-7
pubmed: 10459681
IEEE Trans Neural Syst Rehabil Eng. 2019 Mar;27(3):400-410
pubmed: 30716040
IEEE Trans Biomed Eng. 2000 Sep;47(9):1185-94
pubmed: 11008419
Annu Int Conf IEEE Eng Med Biol Soc. 2016 Aug;2016:2839-2842
pubmed: 28268908