Methods

Year

NTU RGB + D 60

X-Sub (%)

X-View (%)

ARRN-LSTM [20]

2016

80.7

88.8

Ind-RNN [21]

2018

81.8

88.0

HCN [22]

2018

86.5

91.1

ST-GCN [8]

2018

81.5

88.3

AS-GCN [10]

2019

86.8

94.2

2S-AGCN [9]

2019

88.5

95.1

AGC-LSTM [23]

2019

89.2

95.0

Shift-GCN [24]

2020

90.7

96.5

DC-GCN + ADG [11]

2020

90.8

96.6

MS-G3D [15]

2020

91.5

96.2

CD-GCN [12]

2021

90.9

96.5

CTR-GCN [13]

2021

92.2

96.6

Ta-CNN [27]

2022

90.7

95.1

ST-DEdGCN (ours)

-

92.6

96.7