Table 5.

Ablation experiment results.

Models	mAP	Ap
		Feeding	Drinking	Standing	Lying	Walking	Climbing	Fighting
YOLOv8n	90.2	85.8	94.6	83.3	92.4	82.2	97.0	96.2
YOLOv8n + C2f-DyConv	90.5	83.8	94.5	83.3	90.2	83.3	99.5	99.5
YOLOv8n + C2f-iRMB	90.5	93.4	94.1	84.5	90.0	84.3	97.5	99.5
YOLOv8n + DyHead	91.3	85.6	96.6	85.0	89.3	83.9	99.4	99.5
YOLOv8n + Adown	91.2	86.5	94.4	85.3	90.4	85.4	97.1	99.5
Improved YOLOv8n	91.7	87.4	95.5	85.1	88.4	86.8	99.1	99.5