Monocular polyp sizing models achieve moderate performance by exploiting examination behavior cues rather than true metric scales, with scale information and segmentation robustness acting as independent bottlenecks.
In: The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2025)
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Understanding Model Behavior in Monocular Polyp Sizing
Monocular polyp sizing models achieve moderate performance by exploiting examination behavior cues rather than true metric scales, with scale information and segmentation robustness acting as independent bottlenecks.