Xiaoyan Li

Transferring SAM-pretrained 2D ViTs for semi-supervised 3D medical image segmentation

Experimental results show that the approach outperforms the state-of-the-art on the Pancreas-CT dataset by a large margin and enables rapid transfer learning from 2D-pretrained models to 3D medical tasks with few labeled data, making it especially valuable for rare disease diagnosis.