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Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models
Deval Mehta, Yiwen Jiang, Catherine L Jan +3
Recent advancements in deep learning have shown significant potential for classifying retinal diseases using color fundus images. However, existing works predominantly rely exclusi…
PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning
Sarang Galada, Tanurima Halder, Kunal Deo +2
Multi-site MRI studies often suffer from site-specific variations arising from differences in methodology, hardware, and acquisition protocols, thereby compromising accuracy and re…
One Shot GANs for Long Tail Problem in Skin Lesion Dataset using novel content space assessment metric
Kunal Deo, Deval Mehta, Kshitij Jadhav
Long tail problems frequently arise in the medical field, particularly due to the scarcity of medical data for rare conditions. This scarcity often leads to models overfitting on s…