Table 4 Ablation study of dual-stream approach on X-View of NTU RGB + D 60.

From: Two-stream spatio-temporal GCN-transformer networks for skeleton-based action recognition

Model

Bones

Accuracy (%)

FLOPs (×109)

# Param. (×106)

Gnet

 

94.35

21.59

3.97

Tnet

 

52.49

14.86

2.85

SA-TDGFormer

 

95.04

21.59

3.97

Gnet

√

96.36

32.78

7.36

Tnet

√

53.67

25.24

4.33

SA-TDGFormer

√

96.83

32.78

7.36

  1. Best results are in bold.