Segment anything model for medical images?

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Yuhao Huang, Xin Yang, Lian Liu, Han Zhou, Ao Chang, Xinrui Zhou, Rusi Chen, Junxuan Yu, Jiongquan Chen, Chaoyu Chen, Sijing Liu, Haozhe Chi, Xindi Hu, Kejuan Yue, Lei Li, Vicente Grau, Deng-Ping Fan, Fajin Dong, Dong Ni

Published: 01 Jan 2024, Last Modified: 01 Mar 2025Medical Image Anal. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We sort 53 datasets, and build the large COSMOS 1050K medical segmentation dataset.•The dataset contains 18 modalities, 84 objects, 1050K 2D images and 6033 masks.•We are the first to test the SAM on a large medical dataset using different modes.•We carefully analyze the influence of different factors on SAM’s performance.