Utilizing a responsive web portal for studying disc tracing agreement in retinal images.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2021
Historique:
received: 23 07 2020
accepted: 02 05 2021
entrez: 25 5 2021
pubmed: 26 5 2021
medline: 25 2 2023
Statut: epublish

Résumé

Glaucoma is a leading cause of blindness worldwide whose detection is based on multiple factors, including measuring the cup to disc ratio, retinal nerve fiber layer and visual field defects. Advances in image processing and machine learning have allowed the development of automated approached for segmenting objects from fundus images. However, to build a robust system, a reliable ground truth dataset is required for proper training and validation of the model. In this study, we investigate the level of agreement in properly detecting the retinal disc in fundus images using an online portal built for such purposes. Two Doctors of Optometry independently traced the discs for 159 fundus images obtained from publicly available datasets using a purpose-built online portal. Additionally, we studied the effectiveness of ellipse fitting in handling misalignments in tracing. We measured tracing precision, interobserver variability, and average boundary distance between the results provided by ophthalmologists, and optometrist tracing. We also studied whether ellipse fitting has a positive or negative impact on properly detecting disc boundaries. The overall agreement between the optometrists in terms of locating the disc region in these images was 0.87. However, we found that there was a fair agreement on the disc border with kappa = 0.21. Disagreements were mainly in fundus images obtained from glaucomatous patients. The resulting dataset was deemed to be an acceptable ground truth dataset for training a validation of models for automatic detection of objects in fundus images.

Identifiants

pubmed: 34032798
doi: 10.1371/journal.pone.0251703
pii: PONE-D-20-22689
pmc: PMC8148353
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0251703

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

Abdullah Sarhan (A)

Department of Computer Science, University of Calgary, Calgary, Canada.

Andrew Swift (A)

Cumming School of Medicine, University of Calgary, Calgary, Canada.

Adam Gorner (A)

Cumming School of Medicine, University of Calgary, Calgary, Canada.

Jon Rokne (J)

Department of Computer Science, University of Calgary, Calgary, Canada.

Reda Alhajj (R)

Department of Computer Science, University of Calgary, Calgary, Canada.
Department of Computer Engineering, Istanbul Medipol University, Istanbul, Turkey.
Department of Health Informatics, University of Southern Denmark, Odense, Denmark.

Gavin Docherty (G)

Department of Ophthalmology and Visual Sciences, University of Calgary, Calgary, Canada.

Andrew Crichton (A)

Department of Ophthalmology and Visual Sciences, University of Calgary, Calgary, Canada.

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Classifications MeSH