Dual-Stream Spatiotemporal Networks with Feature Sharing for Monitoring Animals in the Home Cage.
machine learning
mouse phenotyping
spatiotemporal
supervised learning
video classification
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
30 Nov 2023
30 Nov 2023
Historique:
received:
09
10
2023
revised:
15
11
2023
accepted:
24
11
2023
medline:
9
12
2023
pubmed:
9
12
2023
entrez:
9
12
2023
Statut:
epublish
Résumé
This paper presents a spatiotemporal deep learning approach for mouse behavioral classification in the home-cage. Using a series of dual-stream architectures with assorted modifications for optimal performance, we introduce a novel
Identifiants
pubmed: 38067907
pii: s23239532
doi: 10.3390/s23239532
pmc: PMC10708582
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : National Centre for the Replacement Refinement and Reduction of Animals in Research
ID : NC/T002050/1
Références
Neurobiol Stress. 2021 Nov 12;15:100417
pubmed: 34815987
IEEE Trans Neural Netw Learn Syst. 2022 Mar;33(3):1269-1283
pubmed: 33326386
Eur J Pharmacol. 2005 Jan 31;508(1-3):147-53
pubmed: 15680265
Neural Comput. 1997 Nov 15;9(8):1735-80
pubmed: 9377276
Curr Protoc Mouse Biol. 2015 Jun 01;5(2):95-133
pubmed: 26069080
Front Neurosci. 2021 Sep 14;15:700253
pubmed: 34594182
Nat Rev Genet. 2017 Jul;18(7):425-440
pubmed: 28479595
Front Aging Neurosci. 2021 Aug 02;13:697621
pubmed: 34408644
ISPRS J Photogramm Remote Sens. 2019 Mar;149:188-199
pubmed: 31007387
Front Behav Neurosci. 2020 Oct 30;14:575434
pubmed: 33192366
Camb Q Healthc Ethics. 2015 Oct;24(4):407-19
pubmed: 26364776
Behav Brain Res. 2011 Dec 1;225(2):426-31
pubmed: 21840343
Heliyon. 2019 Apr 04;5(4):e01454
pubmed: 30997429
Behav Brain Res. 2020 Jun 18;388:112620
pubmed: 32302617
Behav Res Methods. 2015 Mar;47(1):235-50
pubmed: 24706080
Nat Commun. 2010 Sep 07;1:68
pubmed: 20842193
Exp Toxicol Pathol. 2003 Jul;55(1):69-83
pubmed: 12940631