Table 5.

Comparison with existing on HMDB51 and UCF101.

HMDB51		UCF101
Methods	Accuracy (%)	Methods	Accuracy (%)
IDT [12]	57.2	IDT [12]	85.9
ST [25]	58.9	C3D [11]	85.2
STMS [26]	58.2	Two-stream CNN [27]	88.0
Two-stream CNN [27]	59.4	TDD [30]	90.3
TDD [30]	63.2	MSR-CNN [10]	93.7
MSR-CNN [10]	66.9	T-CNN [32]	87.5
STT [33]	65.2	STT [33]	92.2
Three-stream CNN [29]	68.5	Three-stream CNN [29]	93.4
LTC [35]	64.8	LTC [35]	91.7
TSN (two modalities) [34]	68.5	TSN (two modalities) [34]	94.0
DANet-50 [39]	54.3	DANet-50 [39]	86.7
STA-CNN [42]	71.5	STA-CNN [42]	93.8
SAM [41]	69.1	SAM [41]	94.3
STAN [40]	—	STAN [40]	93.6
ATEN (two modalities)	70.6	ATEN (two modalities)	94.5