Author commentary on Martijn R. Jong et al.

Martijn R. Jong et al. Impact of standard enhancement settings of endoscopy systems on performance of endoscopic artificial intelligence systems

Endoscopy system post-processing enhancement settings are configurable, and variations in settings may impact the performance of computer-aided detection (CADe) and diagnosis (CADx). This retrospective simulation study used images from prior CADe (Barrett’s neoplasia) and CADx (colorectal polyps) trials and examined the impact of varying enhancement settings on diagnostic performance. Enhancement settings had a measurable impact on CADe/CADx performance, which could be reduced by retraining using image enhancement-based data augmentation.

Publication History

Article published online:
28 May 2025