Table 2.

Test results of YOLOv7 and the proposed architecture.

Class		YOLOv7			Mixed-ELAN
		Precision	Recall	mAP	Precision	Recall	mAP
Sow
	Standing	0.947	0.942	0.987	0.961	0.909	0.976
	Sitting	0.732	0.972	0.945	0.762	0.925	0.917
	Lying down	0.542	0.742	0.604	0.491	0.778	0.667
	Lying sideways	0.894	0.915	0.961	0.910	0.876	0.972
Piglet
	Feeding	0.762	0.664	0.764	0.735	0.747	0.782
	Starvation	0.687	0.622	0.629	0.674	0.595	0.622
	Crushing	0.637	0.660	0.645	0.694	0.677	0.698
All		0.743	0.788	0.790	0.747	0.787	0.805