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cs.CV2026
SAM Meets VLM: Parameter-Decoupled Full-Parameter Training for Unified Medical Reasoning and Segmentation
Xuyang Cao, Enyou Liu, Jun Zhao +3
Medical multimodal large language models (MLLMs) are increasingly expected not only to answer clinical questions, but also to localize the visual evidence behind their predictions.…
q-bio.QM2026
RadSEM: A Finding-by-Finding Metric for Clinical Consistency in Radiology Reports
Zhenhong Yang, Zhuoyun Liu, Jintao Fei +4
Radiology report evaluation must distinguish clinical compatibility from surface similarity, because negation, laterality, or normal-abnormal polarity can reverse a finding. We pro…