A deep-learning toolkit for visualization and interpretation of segmented medical images.
binary segmentation
generalized deep learning
image processing
medical images
model explanation
statistics
Journal
Cell reports methods
ISSN: 2667-2375
Titre abrégé: Cell Rep Methods
Pays: United States
ID NLM: 9918227360606676
Informations de publication
Date de publication:
22 11 2021
22 11 2021
Historique:
received:
14
03
2021
revised:
23
07
2021
accepted:
15
10
2021
entrez:
27
4
2022
pubmed:
28
4
2022
medline:
28
4
2022
Statut:
epublish
Résumé
Generalizability of deep-learning (DL) model performance is not well understood and uses anecdotal assumptions for increasing training data to improve segmentation of medical images. We report statistical methods for visual interpretation of DL models trained using ImageNet initialization with natural-world (
Identifiants
pubmed: 35474999
doi: 10.1016/j.crmeth.2021.100107
pii: S2667-2375(21)00166-1
pmc: PMC9017181
doi:
Types de publication
Journal Article
Langues
eng
Pagination
100107Informations de copyright
© 2021 The Authors.
Déclaration de conflit d'intérêts
The authors declare no competing interests.
Références
Nature. 2017 Feb 2;542(7639):115-118
pubmed: 28117445
Nat Methods. 2020 Mar;17(3):261-272
pubmed: 32015543
BMC Med Imaging. 2015 Aug 12;15:29
pubmed: 26263899
NPJ Digit Med. 2019 May 30;2:43
pubmed: 31304389
PLoS Med. 2018 Nov 6;15(11):e1002683
pubmed: 30399157
JAMA Netw Open. 2020 May 1;3(5):e205111
pubmed: 32432709
Annu Int Conf IEEE Eng Med Biol Soc. 2015 Aug;2015:711-4
pubmed: 26736361
Med Image Anal. 2015 Dec;26(1):195-202
pubmed: 26458112
NPJ Digit Med. 2019 Jul 26;2:69
pubmed: 31372505
J Med Imaging (Bellingham). 2016 Jul;3(3):034501
pubmed: 27610399
Plant Phenomics. 2019 Jun 27;2019:1525874
pubmed: 33313521
Science. 2019 Mar 22;363(6433):1287-1289
pubmed: 30898923
Proc Natl Acad Sci U S A. 2018 May 1;115(18):4613-4618
pubmed: 29666265
BMJ Open. 2018 Apr 20;8(4):e018774
pubmed: 29678964
Comput Med Imaging Graph. 2018 Apr;65:167-175
pubmed: 28515009
Radiol Phys Technol. 2017 Sep;10(3):257-273
pubmed: 28689314
Lancet. 2019 Apr 20;393(10181):1577-1579
pubmed: 31007185
IEEE Trans Med Imaging. 2015 May;34(5):1018-30
pubmed: 25376036
Nature. 2020 Sep;585(7825):357-362
pubmed: 32939066
BMC Med. 2019 Oct 29;17(1):195
pubmed: 31665002