SEP 9, 2026 · PREPRINT
Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation
arXiv
A novel reference-free reliability framework for polyp segmentation evaluated on external benchmark data with promising ROC-AUC results, but lacking clinical validation, prospective deployment data, or peer review.
Reported
Sample size (full external benchm…1,223
ROC-AUC (same-architecture refere…0.923
ROC-AUC (SegFormer-B0 cross-archi…0.960