Table 6 Paired t-test results of F1 score and mAP_0.5 of YOLOv5n and YAC-Net in fivefold cross-validation mode
From: A lightweight deep-learning model for parasite egg detection in microscopy images
| Â | F1 score | mAP_0.5 | ||||||
|---|---|---|---|---|---|---|---|---|
YOLOv5n | YAC-Net | t | P | YOLOv5n | YAC-Net | t | P | |
Fold1 | 0.9559 | 0.9766 | − 45.709 |  < 0.0001 | 0.9602 | 0.9906 | −13.631 | 0.000168 |
Fold2 | 0.9545 | 0.9747 | 0.9594 | 0.9911 | ||||
Fold3 | 0.9598 | 0.9782 | 0.9688 | 0.9911 | ||||
Fold4 | 0.9558 | 0.9746 | 0.9626 | 0.9909 | ||||
Fold5 | 0.9628 | 0.9822 | 0.9702 | 0.9926 | ||||