Methods

Year

NTU RGB + D 120

X-Sub (%)

X-View (%)

ST-LSTM [5]

2016

55.7

57.9

GCN-LSTM [25]

2017

61.2

63.3

RotClips + MTCNN [26]

2017

62.2

61.8

ST-GCN [8]

2018

72.4

71.3

2S-AGCN [9]

2019

82.9

84.9

Shift-GCN [24]

2020

85.9

87.6

DC-GCN+ADG [11]

2020

86.5

88.1

MS-G3D [15]

2020

86.9

88.4

CTR-GCN [13]

2021

88.9

90.4

CD-GCN [12]

2021

86.3

87.8

Ta-CNN [27]

2022

85.7

87.3

ST-DEdGCN (ours)

-

89.3

90.6