3 papers
cs.CV2026
AlphaRAD: Grounded Zero-Shot Classification in Chest Radiology via -Corrected Binary Cross Entropy and Factorized Latent Supervision
Jianzhong You, Yuan Gao, Chris McIntosh
Vision-Language Pretrained Models (VLPMs) offer a scalable path to open-vocabulary chest radiology understanding, yet two aspects remain underexplored: how structured clinical sema…
cs.CV2025
ProbMed: A Probabilistic Framework for Medical Multimodal Binding
Yuan Gao, Sangwook Kim, Jianzhong You +1
Medical decision-making requires integrating diverse medical information, from imaging to clinical narratives. These medical modalities are often acquired in a many-to-many manner.…
cs.CV2025
X2CT-CLIP: Enable Multi-Abnormality Detection in Computed Tomography from Chest Radiography via Tri-Modal Contrastive Learning
Jianzhong You, Yuan Gao, Sangwook Kim +1
Computed tomography (CT) is a key imaging modality for diagnosis, yet its clinical utility is marred by high radiation exposure and long turnaround times, restricting its use for l…