MOSMOS: Multi-organ segmentation facilitated by medical report supervision

Weiwei Tian, Xinyu Huang, Junlin Hou, Caiyue Ren, Longquan Jiang, Rui-Wei Zhao, Gang Jin, Yuejie Zhang, Daoying Geng

Abstract: Highlights•We create a novel pre-training & fine-tuning framework for multi-organ segmentation.•We propose to align global image-report and local pixel-tag in pre-training.•We demonstrate the effectiveness of the proposed approach.