Investigating object detection errors in endoscopic imaging of esophageal SCC and dysplasia through precision–recall analysis
These results indicate that labeling artifacts reduces non-lesion confusion but does not, by itself, recover subtle early lesions. Limitations include single-center, WLI-only data and training from scratch, future work should prioritize endoscopy-specific pretraining, explicit artifact suppression or joint segmentation, and external validation.
Authors
- Kun-Hua Lee (ORCID: https://orcid.org/0009-0009-6811-4614)
- Hsiang‐Chen Wang (ORCID: https://orcid.org/0000-0003-4107-2062)
- Arvind Mukundan (ORCID: https://orcid.org/0000-0002-7741-3722)
- Riya Karmakar (ORCID: https://orcid.org/0000-0003-0762-6770)
- Tsung‐Hsien Chen (ORCID: https://orcid.org/0000-0002-1542-1495)
- Chien‐Wei Huang (ORCID: https://orcid.org/0000-0001-5753-9654)
- Achmad Bauravindah
- Li‐Jen Chang
Institutions
- National Chung Cheng University (TW)
- Tajen University (TW)
- Islamic University of Indonesia (ID)
- Min-Hwei College of Health Care Management (TW)
- Chia-Yi Christian Hospital (TW)
- Kaohsiung Armed Forces General Hospital (TW)
- Hindu College of Pharmacy (IN)
- Intelligent Health (United Kingdom) (GB)
- Changhua Christian Hospital (TW)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2025-12-05
- DOI
- https://doi.org/10.3389/fonc.2025.1707854
- Citations
- 1
- Primary Topic
- Esophageal Cancer Research and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 2.01