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Open access Aug 2026

Clinical-guided deep learning framework for diabetic retinopathy: integrating lesion-aware attention, adversarial augmentation, and uncertainty quantification

The global prevalence of diabetic retinopathy (DR) is increasing in parallel with the rising burden of diabetes, posing a substantial public health challenge. Current automated DR screening systems often lack lesion-level interpretable, robustness against class imbalance, and reliable uncertainty estimation, limiting t...

Sehrish Saleem, Ramzan Talib, Muhammad Kashif Hanif et al. · 1 citation
Open access Sep 2026

Cross-domain remote sensing scene classification via Swin Transformer with domain-invariant feature learning

Remote sensing scene classification is essential in various Earth observation tasks. However, its accuracy often declines when images are acquired from different sensors or modalities due to domain shift. The differences in imaging mechanisms, sensor properties, and data distributions create significant discrepancies b...

Nabila Akram, Bushra Zafar, U. Jamil et al. · 0 citations

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