Table 2 Comparison of action recognition...

Table 2

Comparison of action recognition results on NW-UCLA dataset with semi-supervised learning approaches.

Proportion	Models	Architecture	NW-UCLA
1%	Rand-SS	GRU	29.4
	MS²L [21]		21.3
	EMS²L		37.2
	Rand-SS	GCN	28.6
	EMS²L	GCN	33.0
5%	Rand-SS	GRU	52.5
	S⁴L [48]		35.3
	ASSL [34]		52.6
	EMS²L		56.5
	Rand-SS	GCN	53.6
	EMS²L	GCN	59.5
10%	Rand-SS	GRU	57.1
	MS²L [21]		60.5
	EMS²L		66.3
	Rand-SS	GCN	54.5
	EMS²L	GCN	60.8

Proportion	Models	Architecture	NW-UCLA
1%	Rand-SS	GRU	29.4
	MS²L [21]		21.3
	EMS²L		37.2
	Rand-SS	GCN	28.6
	EMS²L	GCN	33.0
5%	Rand-SS	GRU	52.5
	S⁴L [48]		35.3
	ASSL [34]		52.6
	EMS²L		56.5
	Rand-SS	GCN	53.6
	EMS²L	GCN	59.5
10%	Rand-SS	GRU	57.1
	MS²L [21]		60.5
	EMS²L		66.3
	Rand-SS	GCN	54.5
	EMS²L	GCN	60.8