Enhancing Caries Detection in Bitewing Radiographs Using YOLOv7.

Bitewing radiograph Caries detection Confidence threshold Dental caries Detection area

Journal

Journal of digital imaging
ISSN: 1618-727X
Titre abrégé: J Digit Imaging
Pays: United States
ID NLM: 9100529

Informations de publication

Date de publication:
12 2023
Historique:
received: 02 03 2023
accepted: 09 06 2023
revised: 09 06 2023
pmc-release: 01 12 2024
medline: 23 10 2023
pubmed: 29 8 2023
entrez: 28 8 2023
Statut: ppublish

Résumé

The study aimed to evaluate the impact of image size, area of detection (IoU) thresholds and confidence thresholds on the performance of the YOLO models in the detection of dental caries in bitewing radiographs. A total of 2575 bitewing radiographs were annotated with seven classes according to the ICCMS

Identifiants

pubmed: 37640971
doi: 10.1007/s10278-023-00871-4
pii: 10.1007/s10278-023-00871-4
pmc: PMC10584768
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

2635-2647

Informations de copyright

© 2023. The Author(s) under exclusive licence to Society for Imaging Informatics in Medicine.

Références

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pubmed: 36441268
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Auteurs

Wannakamon Panyarak (W)

Division of Oral and Maxillofacial Radiology, Department of Oral Biology and Diagnostic Sciences, Faculty of Dentistry, Chiang Mai University, Suthep Road, Suthep, Mueang Chiang Mai District, Chiang Mai, 50200, Thailand.

Kittichai Wantanajittikul (K)

Department of Radiologic Technology, Faculty of Associated Medical Sciences, Chiang Mai University, Suthep Road, Suthep, Mueang Chiang Mai District, Chiang Mai, 50200, Thailand.

Arnon Charuakkra (A)

Division of Oral and Maxillofacial Radiology, Department of Oral Biology and Diagnostic Sciences, Faculty of Dentistry, Chiang Mai University, Suthep Road, Suthep, Mueang Chiang Mai District, Chiang Mai, 50200, Thailand.

Sangsom Prapayasatok (S)

Division of Oral and Maxillofacial Radiology, Department of Oral Biology and Diagnostic Sciences, Faculty of Dentistry, Chiang Mai University, Suthep Road, Suthep, Mueang Chiang Mai District, Chiang Mai, 50200, Thailand.

Wattanapong Suttapak (W)

Division of Computer Engineering, School of Information and Communication Technology, University of Phayao, Phahon Yothin Road, Mae Ka, Mueang Phayao District, Phayao, 56000, Thailand. wattanapong.su@up.ac.th.

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Classifications MeSH