MDWC-Net: a multi-scale dynamic-weighting context network for precise spinal X-ray segmentation
MDWC-Net delivers accurate and efficient segmentation of spinal structures, showing strong potential for integration into clinical workflows. Its high performance and generalizability suggest broad applicability to other medical image segmentation tasks.
Authors
- Zhongzheng Gu
- Xuan Wang (ORCID: https://orcid.org/0000-0001-8445-1391)
- Baojun Chen (ORCID: https://orcid.org/0000-0002-7870-3828)
Institutions
- Henan Provincial People's Hospital (CN)
- Third Affiliated Hospital of Zhengzhou University (CN)
Publication Details
- Journal
- Frontiers in Physiology
- Published
- 2025-08-29
- DOI
- https://doi.org/10.3389/fphys.2025.1651296
- Primary Topic
- Medical Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00