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Trends, Challenges, and Future Directions in Deep Learning for Glaucoma: A Systematic Review

arXiv 2411.05876 ↗First posted 7 Nov 2024eess.IV cs.CVcited by 0

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Abstract (arXiv)

Here, we examine the latest advances in glaucoma detection through Deep Learning (DL) algorithms using Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA). This study focuses on three aspects of DL-based glaucoma detection frameworks: input data modalities, processing strategies, and model architectures and applications. Moreover, we analyze trends in employing each aspect since the onset of DL in this field. Finally, we address current challenges and suggest future research directions.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 30 of its 178 references that are in the map. First posted on arXiv 7 Nov 2024.

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References · 30

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18 more
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