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. 2025 Jan 5;8:9. doi: 10.1038/s41746-024-01372-6

Fig. 1. Workflow of this study.

Fig. 1

a Dataset construction: videos of LE were converted to images for dataset construction. All frames from the dataset were annotated by annotators and reviewed by the expert surgeon; after data annotation, each lesion image was labeled according to metastatic extents and locations. b Model development: the dataset was preprocessed with data augmentation and cropping patches for modeling. c Model evaluation: the performance of the models was evaluated using the Dice score, intersection-over-union (IOU), inference speed, and surgeon-AI comparison.