U‐shaped network combining dual‐stream fusion mamba and redesigned multilayer perceptron for myocardial pathology segmentation
We developed an innovative two-stage anatomical-pathological segmentation framework that integrates KAN and Mamba, effectively segmenting myocardial pathology in multi-sequence CMR images. The experimental results demonstrate that our proposed method achieves superior segmentation performance compared to other state-of-the-art methods.
Authors
- Huiyao Zhang (ORCID: https://orcid.org/0000-0002-0266-4658)
- Jianyu Miao (ORCID: https://orcid.org/0000-0002-5180-6894)
- Tiejun Yang
- Wenjie Zhang (ORCID: https://orcid.org/0000-0001-6572-2600)
- Heng Wang (ORCID: https://orcid.org/0000-0003-2597-4648)
- Jiacheng Fan (ORCID: https://orcid.org/0000-0002-1698-9146)
- Mingzhu Ji
Institutions
- Ministry of Education of the People's Republic of China (CN)
- Henan University of Technology (CN)
Publication Details
- Journal
- Medical Physics
- Published
- 2025-04-17
- DOI
- https://doi.org/10.1002/mp.17812
- Citations
- 1
- Primary Topic
- Advanced X-ray and CT Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.67
Funders
- National Natural Science Foundation of China
- Henan University of Technology
- Henan University