Spatio-temporal classification for polyp diagnosis.
Journal
Biomedical optics express
ISSN: 2156-7085
Titre abrégé: Biomed Opt Express
Pays: United States
ID NLM: 101540630
Informations de publication
Date de publication:
01 Feb 2023
01 Feb 2023
Historique:
received:
17
08
2022
revised:
25
11
2022
accepted:
06
12
2022
entrez:
6
3
2023
pubmed:
7
3
2023
medline:
7
3
2023
Statut:
epublish
Résumé
Colonoscopy remains the gold standard investigation for colorectal cancer screening as it offers the opportunity to both detect and resect pre-cancerous polyps. Computer-aided polyp characterisation can determine which polyps need polypectomy and recent deep learning-based approaches have shown promising results as clinical decision support tools. Yet polyp appearance during a procedure can vary, making automatic predictions unstable. In this paper, we investigate the use of spatio-temporal information to improve the performance of lesions classification as adenoma or non-adenoma. Two methods are implemented showing an increase in performance and robustness during extensive experiments both on internal and openly available benchmark datasets.
Identifiants
pubmed: 36874484
doi: 10.1364/BOE.473446
pii: 473446
pmc: PMC9979670
doi:
Types de publication
Journal Article
Langues
eng
Pagination
593-607Informations de copyright
Published by Optica Publishing Group under the terms of the Creative Commons Attribution 4.0 License. Further distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI.
Déclaration de conflit d'intérêts
D.S: Odin Vision Ltd (I, S), D.S: Digital Surgery Ltd (E), L.L: Odin Vision Ltd (I).
Références
Gastrointest Endosc. 2021 Dec;94(6):1099-1109.e10
pubmed: 34216598
Gastroenterology. 2012 Sep;143(3):599-607.e1
pubmed: 22609383
IEEE Access. 2021;9:631-640
pubmed: 33747680
Therap Adv Gastroenterol. 2020 Mar 20;13:1756284820910659
pubmed: 32231710
IEEE Trans Med Imaging. 2016 Sep;35(9):2051-2063
pubmed: 28005009
Gastrointest Endosc. 2020 Oct;92(4):905-911.e1
pubmed: 32240683
Oncology. 2017;93 Suppl 1:30-34
pubmed: 29258081
BMC Gastroenterol. 2021 Aug 28;21(1):336
pubmed: 34454417
Endoscopy. 2019 Mar;51(3):261-265
pubmed: 30360010
Med Image Anal. 2016 Jul;31:16-36
pubmed: 26948110
Gastroenterol Res Pract. 2018 Mar 14;2018:7531368
pubmed: 29725349
IEEE Trans Pattern Anal Mach Intell. 2017 Apr;39(4):677-691
pubmed: 27608449
Am J Gastroenterol. 2020 Jan;115(1):138-144
pubmed: 31651444
Gastrointest Endosc. 2015 Mar;81(3):502.e1-502.e16
pubmed: 25597420
Gastrointest Endosc. 2021 Apr;93(4):960-967.e3
pubmed: 32745531
Gastrointest Endosc. 2016 Mar;83(3):643-9
pubmed: 26264431
CA Cancer J Clin. 2018 Nov;68(6):394-424
pubmed: 30207593
Med Image Anal. 2013 Jan;17(1):78-100
pubmed: 23085199
Gut. 2017 May;66(5):887-895
pubmed: 27196576
Ann Intern Med. 2018 Sep 18;169(6):357-366
pubmed: 30105375
Gastrointest Endosc. 2020 Oct;92(4):891-899
pubmed: 32145289
IEEE Trans Med Imaging. 2017 Jun;36(6):1231-1249
pubmed: 28182555
Med Image Anal. 2012 Jan;16(1):75-86
pubmed: 21624846
Am J Gastroenterol. 2009 Mar;104(3):739-50
pubmed: 19240699
Int J Comput Assist Radiol Surg. 2020 May;15(5):791-801
pubmed: 32350787
Gastroenterology. 2020 Feb;158(3):783-785.e1
pubmed: 31863741
J Clin Med. 2020 May 24;9(5):
pubmed: 32456309
IEEE J Biomed Health Inform. 2017 Jan;21(1):41-47
pubmed: 28114040
Gastroenterology. 2020 Jun;158(8):2169-2179.e8
pubmed: 32119927