2 papers
cs.CV2026
MedProbCLIP: Probabilistic Adaptation of Vision-Language Foundation Model for Reliable Radiograph-Report Retrieval
Ahmad Elallaf, Yu Zhang, Yuktha Priya Masupalli +4
Vision-language foundation models have emerged as powerful general-purpose representation learners with strong potential for multimodal understanding, but their deterministic embed…
cs.CV2025
Benchmarking Robustness of Contrastive Learning Models for Medical Image-Report Retrieval
Demetrio Deanda, Yuktha Priya Masupalli, Jeong Yang +3
Medical images and reports offer invaluable insights into patient health. The heterogeneity and complexity of these data hinder effective analysis. To bridge this gap, we investiga…