Improved Support Vector Machine based on CNN-SVD for vision-threatening diabetic retinopathy detection and classification

Topics

Referable diabetic retinopathy · VTDR detection · Hierarchical Block Attention · HBA-U-Net · Hybrid models · Improved Support Vector Machine-Radial Basis Function · Improved Support Vector Machine-Radial Basis Function · Retinal image analysis · channel-specific attention · spatial relationship attention · IDRiD dataset · Disease severity classification · Decision Tree classifier · K-nearest neighbors · Diabetic retinopathy grading · Retinal image analysis · Feature extraction · multi-stage classification strategy

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Pepkio Research Index (PRI). Topics and Trends in Most Cited Retinal Diseases and Treatments Papers, Class of 2026. https://pri.pepkio.com/top-papers/retinal-diseases-and-treatments/2026. Accessed 2026-08-20.

Methodology
Zheng Su, Tinsley Li, Thematic Shifts in Early-High-Impact Cancer Genomics and Diagnostics Research: A Bibliometric and Semantic Analysis. bioRxiv 2026.07.04.736459; doi: https://doi.org/10.64898/2026.07.04.736459