Table 4 Comparative test results.
From: Image tampering detection based on RDS-YOLOv5 feature enhancement transformation
Mixed dataset (Train: 4841; Val.: 604) | |||||
---|---|---|---|---|---|
Loss function (Model: RDS-YOLOv5) | Precision | Recall | F1-Score | mAP50 | mAP95 |
IOU | 0.8632 | 0.5048 | 0.6371 | 0.5923 | 0.4701 |
CIOU | 0.9144 | 0.5691 | 0.7016 | 0.6575 | 0.5278 |
EIOU | 0.8814 | 0.5593 | 0.6843 | 0.6465 | 0.5091 |
WIOU | 0.8726 | 0.5896 | 0.7037 | 0.6571 | 0.5376 |
SIOU | 0.9313 | 0.5775 | 0.7129 | 0.6618 | 0.5385 |
SRIOU | 0.8833 | 0.6029 | 0.7166 | 0.6748 | 0.5398 |