A Global Review of Publicly Available Datasets Containing Fundus Images: Characteristics, Barriers to Access, Usability, and Generalizability

Author:

Krzywicki Tomasz1ORCID,Brona Piotr2ORCID,Zbrzezny Agnieszka M.13ORCID,Grzybowski Andrzej E.4ORCID

Affiliation:

1. Faculty of Mathematics and Computer Science, University of Warmia and Mazury, 10-710 Olsztyn, Poland

2. Department of Ophthalmology, Poznan City Hospital, 61-285 Poznań, Poland

3. Faculty of Design, SWPS University of Social Sciences and Humanities, Chodakowska 19/31, 03-815 Warsaw, Poland

4. Institute for Research in Ophthalmology, Foundation for Ophthalmology Development, 60-836 Poznań, Poland

Abstract

This article provides a comprehensive and up-to-date overview of the repositories that contain color fundus images. We analyzed them regarding availability and legality, presented the datasets’ characteristics, and identified labeled and unlabeled image sets. This study aimed to complete all publicly available color fundus image datasets to create a central catalog of available color fundus image datasets.

Publisher

MDPI AG

Subject

General Medicine

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