3DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation

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Shizhan Gong, Yuan Zhong, Wenao Ma, Jinpeng Li, Zhao Wang, Jingyang Zhang, Pheng-Ann Heng, Qi Dou

Published: 01 Jan 2024, Last Modified: 30 Sept 2024Medical Image Anal. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•2D to 3D adaptation is present that enables SAM to process isotropic volumetric data.•Parameter-efficient fine-tuning is proposed to narrow the domain gap.•Special prompt encoder and mask decoder enhance medical image segmentation performance.