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. 2025 Oct 9;16:1666311. doi: 10.3389/fphys.2025.1666311

TABLE 2.

Classification performance of the YOLOv11 m model on the test set.

Class Precision % Sensitivity % Specificity % F1 score % Accuracy % AP % AUC
Ileocecal part 99.97 86.21 99.96 92.59 97.15 98.13 99.39 [0.93,0.99]
Instrument 94.07 98.23 95.83 96.1 96.8 99.55 99.69 [0.94,0.99]
Normal 97.35 99.88 98.25 98.65 98.93 99.98 99.99 [0.96,1.00]
Overall (weighted average) 96.58 96.44 97.64 96.38 96.44 99.42 99.75 [0.98,0.99]

Weighted average metrics take into account the number of samples in each class, assigning greater weight to classes with larger sample sizes.