Table 3.

Ablation study for the optimal position of MixConv in ELAN.

		mAP
Class		Original	Layer1	Layer2	Layer3	Layer4
Sow
	Standing	0.987	0.989	0.972	0.978	0.976
	Sitting	0.945	0.904	0.932	0.906	0.917
	Lying down	0.604	0.726	0.720	0.668	0.667
	Lying sideways	0.961	0.964	0.980	0.973	0.972
Piglet
	Feeding	0.764	0.753	0.762	0.757	0.782
	Starvation	0.629	0.590	0.518	0.609	0.622
	Crushing	0.645	0.602	0.635	0.597	0.698
All		0.790	0.790	0.788	0.784	0.805