2 papers
cs.CV2025
OmniMRI: A Unified Vision--Language Foundation Model for Generalist MRI Interpretation
Xingxin He, Aurora Rofena, Ruimin Feng +4
Magnetic Resonance Imaging (MRI) is indispensable in clinical practice but remains constrained by fragmented, multi-stage workflows encompassing acquisition, reconstruction, segmen…
cs.CV2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation
Xingxin He, Yifan Hu, Zhaoye Zhou +2
Vision foundation models have achieved remarkable progress across various image analysis tasks. In the image segmentation task, foundation models like the Segment Anything Model (S…