Integrating manual annotation with deep transfer learning and radiomics for vertebral fracture analysis
The feature fusion model enhances the differential diagnosis of acute and chronic VCFs, outperforming single-model approaches and offering a valuable decision-support tool for patients unable to undergo spinal MRI.
Authors
- Libo Jiang (ORCID: https://orcid.org/0000-0002-5082-1849)
- Mingdong Zhao (ORCID: https://orcid.org/0009-0006-7378-7897)
- Zhirui Dong (ORCID: https://orcid.org/0009-0006-1235-6559)
- Haoqiang He (ORCID: https://orcid.org/0000-0002-5829-5492)
- Zhiyang Gao (ORCID: https://orcid.org/0000-0002-2805-3759)
- Jing Wang (ORCID: https://orcid.org/0009-0005-9072-2641)
- Gang Yuan
- Yukai Huang (ORCID: https://orcid.org/0000-0002-2200-3697)
Institutions
- Fudan University (CN)
- Jinshan Hospital of Fudan University (CN)
- Zhongshan Hospital (CN)
Publication Details
- Journal
- BMC Medical Imaging
- Published
- 2025-02-06
- DOI
- https://doi.org/10.1186/s12880-025-01573-9
- Citations
- 1
- Primary Topic
- Medical Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.67
Funders
- Natural Science Foundation of Shanghai
- National Natural Science Foundation of China