大模型对齐与安全

Generalist Models in Medical Image Segmentation: A Survey and Performance Comparison with Task-Specific Approaches

通用模型在医学图像分割中的应用：一项调查与与任务特定方法的性能比较

Andrea Moglia, Matteo Leccardi, Matteo Cavicchioli, Alice Maccarini, Marco Marcon, Luca Mainardi, Pietro Cerveri

专题命中 隐私与版权 ：trustworthy(abstract)；分类 cs.AI

AI总结 本文调查了通用模型在医学图像分割中的应用，对比了通用模型与任务特定方法的性能，探讨了其在监管、隐私、预算及临床转化等方面面临的挑战。

Comments 132 pages, 26 figures, 23 tables. Andrea Moglia and Matteo Leccardi are equally contributing authors

Journal ref Moglia A, et al.Generalist models in medical image segmentation: A survey and performance comparison with task-specific approaches. Inf Fus 2026 https://www.sciencedirect.com/science/article/pii/S156625352500781X