Innovative patient-specific delivered-dose prediction for volumetric modulated arc therapy using lightweight Swin-Transformer
STQA establishes a paradigm for efficient and accurate VTDose prediction. Its lightweight design, validated through multi-site clinical data, addresses critical limitations in current DL-based PSQA, offering a clinically viable solution to enhance radiotherapy PSQA workflows.
Authors
- Junming Jian (ORCID: https://orcid.org/0000-0003-1683-0546)
- Yongqiang Zhou (ORCID: https://orcid.org/0000-0003-1402-345X)
- Changfei Gong (ORCID: https://orcid.org/0000-0002-1935-9684)
- Yun Zhang (ORCID: https://orcid.org/0000-0001-9621-1408)
Institutions
- Wenzhou Medical University (CN)
- First Affiliated Hospital of Wenzhou Medical University (CN)
- Jiangxi Provincial Cancer Hospital (CN)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2025-09-18
- DOI
- https://doi.org/10.3389/fonc.2025.1640685
- Primary Topic
- Advanced Radiotherapy Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China