Published SOTA gains in colonoscopy polyp segmentation are largely non-comparable because of omitted clinical metrics, incompatible splits, and missing significance tests, as shown by a 27-paper audit and uniform re-evaluation.
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Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks
Published SOTA gains in colonoscopy polyp segmentation are largely non-comparable because of omitted clinical metrics, incompatible splits, and missing significance tests, as shown by a 27-paper audit and uniform re-evaluation.