Developing a Continuous Severity Scale for Macular Telangiectasia Type 2 Using Deep Learning and Implications for Disease Grading

Yue Wu,Catherine Egan,Abraham Olvera-Barrios,Lea Scheppke,Tunde Peto,Peter Charbel Issa,Tjebo F.C. Heeren,Irene Leung, Anand E. Rajesh,Adnan Tufail,Cecilia S. Lee,Emily Y. Chew,Martin Friedlander,Aaron Y. Lee

Ophthalmology（2024）

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摘要

Our UMAP embedding generated a continuous MacTel severity scale, without requiring continuous training labels. This technique can be applied to other diseases, and may lead to more accurate diagnosis, improved understanding of disease progression and key imaging features for pathologies.

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关键词

Continuous scale,Deep learning,Feature embedding,MacTel,OCT

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