4 papers
Role-Guided MOE for Encoder-Level Pathology Representation Learning in WSI Classification
Xinyu Ma, Xing Yang, Hongtao Jin +4
Whole slide image classification is a fundamental task in computational pathology, where patch representation quality directly affects downstream aggregation and slide-level discri…
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…
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…
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…