Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework

Chenchu Xu, Xue Wu, Boyan Wang, Jie Chen, Zhifan Gao, Xiujian Liu, Heye Zhang

Abstract: Highlights•A Dual-stream multi-level fusion framework for multi-modality image segmentation.•Learning the commonalities and differences in two modalities to improve segmentation.•The state-of-the-art performance in non-contrast liver tumor segmentation.