Table 2. Pig detection performance

Network IoU_Threshold = 0.5 IoU_Threshold = 0.6
YOLOv3 YOLOv4 Additional layer ▪ mish YOLOv3 YOLOv4 Additional layer ▪ mish
Precision 0.91 0.93 0.92 0.76 0.81 0.76
Recall 0.88 0.88 0.88 0.73 0.77 0.73
F1-score 0.90 0.91 0.90 0.74 0.79 0.75
mAP 91.26 91.69 91.49 73.02 77.26 74.58
IoU, intersection over union; YOLO, you-only-look-once; mAP, mean average precision.