The fundus images in the dataset using by the proposed approach.

<p>(Top) DR 0; (Middle Left) DR1; (Center) DR 2; (Middle Right) DR 3; (Bottom) DR 5.</p>

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Bibliographic Details
Main Author:	Zenglei Liu (20629838) (author)
Other Authors:	Ailian Gao (20629841) (author), Hui Sheng (371448) (author), Xueling Wang (8734569) (author)
Published:	2025
Subjects:	Medicine Cell Biology Science Policy Biological Sciences not elsewhere classified retinal disorder resulting natural language mining empirical findings demonstrate visual data samples suggested approach may human visual system vision mamba models global relationship context suggested methodology surpasses manual examination utilizing diabetic retinopathy lesions manual examination diabetic retinopathy visual degradation suggested method proposed methodology global population based models work presents utmost importance sometimes arduous several areas prominent cause positional embedding loss among location sensitivity integrating cnn inherent structure image categorization helpful tool diabetes mellitus deep learning convolutional modules comparison experiments clinical diagnosis based methods art algorithms advanced algorithms accurately identify accessible openly
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