DMM-UNet: dual-path multi-scale Mamba UNet for medical image segmentation
The DMM-UNet model effectively addresses the shortcomings of state space models by enabling the integration of both local and global features, improving segmentation performance, and offering enhanced multiscale feature fusion for medical image segmentation tasks.
Authors
- Liquan Zhao (ORCID: https://orcid.org/0000-0002-9499-1911)
- Yanfei Jia (ORCID: https://orcid.org/0000-0001-7858-8172)
- Mingxia Cao (ORCID: https://orcid.org/0000-0001-5472-562X)
Institutions
- Beihua University (CN)
- Electric Power University (VN)
Publication Details
- Journal
- Journal of Medical Imaging
- Published
- 2025-09-29
- DOI
- https://doi.org/10.1117/1.jmi.12.5.054003
- Citations
- 1
- Primary Topic
- Medical Image Segmentation Techniques
- Type
- article
- Field-Weighted Citation Impact
- 1.28