Artificial intelligence for glaucoma: state of the art and future perspectives

Author:

Correia Barão Rafael12,Hemelings Ruben345,Abegão Pinto Luís12,Pazos Marta6,Stalmans Ingeborg37

Affiliation:

1. Department of Ophthalmology, Hospital de Santa Maria, CHULN

2. Visual Sciences Study Center, Faculty of Medicine, University of Lisbon, Lisbon, Portugal

3. Department of Neurosciences, Research Group Ophthalmology, KU Leuven, Leuven, Belgium

4. Singapore Eye Research Institute, Singapore National Eye Centre

5. SERI-NTU Advanced Ocular Engineering (STANCE) Programme, Singapore, Singapore

6. Institute of Ophthalmology, Hospital Clínic de Barcelona, Barcelona, Spain

7. Department of Ophthalmology, University Hospitals UZ Leuven, Leuven, Belgium

Abstract

Purpose of review To address the current role of artificial intelligence (AI) in the field of glaucoma. Recent findings Current deep learning (DL) models concerning glaucoma diagnosis have shown consistently improving diagnostic capabilities, primarily based on color fundus photography and optical coherence tomography, but also with multimodal strategies. Recent models have also suggested that AI may be helpful in detecting and estimating visual field progression from different input data. Moreover, with the emergence of newer DL architectures and synthetic data, challenges such as model generalizability and explainability have begun to be tackled. Summary : While some challenges remain before AI is routinely employed in clinical practice, new research has expanded the range in which it can be used in the context of glaucoma management and underlined the relevance of this research avenue.

Publisher

Ovid Technologies (Wolters Kluwer Health)

Subject

Ophthalmology,General Medicine

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