No AI summary available for this article.
Why It Matters
In real-time colonoscopy, ground-truth annotations are unavailable at inference, so polyp segmentation models can fail silently.
Provenance
Discovered via ArXiv and published by ArXiv.
Key Claims
Original description
In real-time colonoscopy, ground-truth annotations are unavailable at inference, so polyp segmentation models can fail silently. We propose Referee-Based Quality Estimation (RBQE), a reference-free framework measuring agreement between a primary segmentation model and an independently trained referee on the same image. RBQE is evaluated on a standardized 1,223-image external benchmark drawn from four public datasets, using four referee configurations chosen to separate two design axes: referee independence and architectural diversity. Using a common Agreement Dice descriptor, a same-architectu...
Discovered via ArXiv
Research papers and preprints from arXiv.
Publisher: arxiv.org
ID: http://arxiv.org/abs/2609.10495v1 · Indexed about 2 hours ago