3 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.CV2026
Baseline Method of the Foundation Model Challenge for Ultrasound Image Analysis
Bo Deng, Yitong Tang, Jiake Li +7
Ultrasound (US) imaging exhibits substantial heterogeneity across anatomical structures and acquisition protocols, posing significant challenges to the development of generalizable…
cs.CV2025
UniDCF: A Foundation Model for Comprehensive Dentocraniofacial Hard Tissue Reconstruction
Chunxia Ren, Ning Zhu, Yue Lai +8
Dentocraniofacial hard tissue defects profoundly affect patients' physiological functions, facial aesthetics, and psychological well-being, posing significant challenges for precis…