[The first data challenge of the french society of pathology: An international competition in 2020, a research tool in A.I. for the future?]
Le premier data challenge organisé par la Société Française de Pathologie : une compétition internationale en 2020, un outil de recherche en intelligence artificielle pour l’avenir ?
Artificial intelligence
Col utérin
Data challenge
Intelligence artificielle
Lames virtuelles
Uterine cervix
Whole slide images
Journal
Annales de pathologie
ISSN: 0242-6498
Titre abrégé: Ann Pathol
Pays: France
ID NLM: 8106337
Informations de publication
Date de publication:
Mar 2022
Mar 2022
Historique:
received:
20
05
2021
revised:
08
09
2021
accepted:
09
10
2021
pubmed:
12
1
2022
medline:
13
4
2022
entrez:
11
1
2022
Statut:
ppublish
Résumé
The french society of pathology (SFP) organized in 2020 its first data challenge with the help of Health Data Hub (HDH). The organisation of this event first consisted in recruiting almost 5000 slides of uterus cervical biopsies obtained in 20 pathology centers. After having made sure that patients did not refuse to include their slides in the project, the slides were anonymised, digitized and annotated by expert pathologists, and were finally uploaded on a data challenge platform for competitors all around the world. Competitors teams had to develop algorithms that could distinguish among four diagnostic classes in epithelial lesions of uterine cervix. Among many submissions by competitors, the best algorithms obtained an overall score close to 95%. The best 3 teams shared 25k€ prizes during a special session organised during the national congress of the SFP. The final part of the competition lasted only 6 weeks and the goal of SFP and HDH is now to allow for the collection to be published in open access. This final step will allow data scientists and pathologists to further develop artificial intelligence algorithms in this medical area.
Identifiants
pubmed: 35012784
pii: S0242-6498(21)00246-7
doi: 10.1016/j.annpat.2021.10.002
pii:
doi:
Types de publication
Journal Article
Langues
fre
Sous-ensembles de citation
IM
Pagination
119-128Informations de copyright
Copyright © 2021. Published by Elsevier Masson SAS.