A Reproducible COCO-Polygon Quality-Control Pipeline Improves Segmentation Stability in Endoscopic Airway Imaging
: Annotation-level QC enhances segmentation robustness without modifying the network architecture. The proposed workflow improves the reproducibility of results in endoscopic image segmentation and may support more stable geometry-based airway analysis in deep learning applications.
Authors
- Necati Olgun (ORCID: https://orcid.org/0000-0001-6683-126X)
- Medine Atmaca
- Ilkay Sibel Kervancı (ORCID: https://orcid.org/0000-0001-5547-1860)
Institutions
- Gaziantep University (TR)
Publication Details
- Journal
- Diagnostics
- Published
- 2026-04-14
- DOI
- https://doi.org/10.3390/diagnostics16081160
- Primary Topic
- Advanced Radiotherapy Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00