Network architecture optimization for ophthalmic ultrasound image detection based on modular ablation of multi-version YOLO
This study validates the feasibility of cross-version module combination. The proposed framework offers a systematic, quantitative decision-making basis for network design in ophthalmic ultrasound, balancing accuracy, speed, and deployment feasibility. Clinical results confirm high consistency between automatic and manual measurements, supporting automated and precise ocular biometry.
Authors
- Sheng Zhou (ORCID: https://orcid.org/0000-0003-3578-7926)
- Zemeng Li
- Xiang Yu (ORCID: https://orcid.org/0000-0001-6019-7405)
- Yan Wang (ORCID: https://orcid.org/0000-0002-7126-4973)
- Xiaochun Wang (ORCID: https://orcid.org/0000-0002-9390-1697)
- Zhiyuan Zhao (ORCID: https://orcid.org/0009-0006-4789-5173)
Institutions
- Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
- Inner Mongolia Medical University (CN)
Publication Details
- Journal
- BioMedical Engineering OnLine
- Published
- 2025-10-14
- DOI
- https://doi.org/10.1186/s12938-025-01459-5
- Citations
- 1
- Primary Topic
- Retinal Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 1.36