A few-shot learning framework for the diagnosis of osteopenia and osteoporosis using knee X-ray images
The FSL framework yielded practical performance with respect to the diagnosis of osteopenia and osteoporosis in comparison with radiologists. This retrospective study supports the use of promising FSL methods in computer-aided diagnosis tasks involving limited samples.
Authors
- Zhou Huang (ORCID: https://orcid.org/0000-0002-1255-1913)
- Jinzhou Zhu (ORCID: https://orcid.org/0000-0003-0544-9248)
- Jiacheng Zhu (ORCID: https://orcid.org/0000-0001-6990-5228)
- Wenchao Zhang (ORCID: https://orcid.org/0000-0003-4478-8410)
- Zhonghua Xu (ORCID: https://orcid.org/0000-0003-0254-563X)
- Jin He (ORCID: https://orcid.org/0000-0001-8038-9260)
- Hua Xie
- Chenqi Gu
Institutions
- Jiangsu University (CN)
- Soochow University (CN)
- Jintan People's Hospital (CN)
- First Affiliated Hospital of Soochow University (CN)
Publication Details
- Journal
- Journal of International Medical Research
- Published
- 2024-09-01
- DOI
- https://doi.org/10.1177/03000605241274576
- Citations
- 13
- Primary Topic
- Diabetic Foot Ulcer Assessment and Management
- Type
- article
- Field-Weighted Citation Impact
- 4.65
Funders
- National Natural Science Foundation of China