A Global Review of Publicly Available Datasets Containing Fundus Images: Characteristics, Barriers to Access, Usability, and Generalizability
Tomasz Krzywicki, Piotr Brona, Agnieszka M. Zbrzezny, Andrzej Grzybowski
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.
Topics & Concepts
MedicineGeneralizability theoryFundus (uterus)UsabilityPrinciple of legalityImage (mathematics)Artificial intelligenceInformation retrievalOphthalmologyComputer scienceStatisticsHuman–computer interactionLawPolitical scienceMathematicsRetinal Imaging and AnalysisRetinal Diseases and TreatmentsRetinal and Optic Conditions