Enhancing pathological feature discrimination in diabetic retinopathy multi-classification with self-paced progressive multi-scale training

Abstract Diabetic retinopathy (DR) is a common diabetes complication that presents significant diagnostic challenges due to its reliance on expert assessment and the subtlety of small lesions. Although deep learning has shown promise, its effectiveness is often limited by low-quality data and small...

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Bibliographic Details
Main Authors: Qiuji Zhou, Yongde Guo, Wenjian Liu, Yifeng Liu, Yanzhen Lin
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-07050-1
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