Table 7 Comparative experimental results of different algorithms.

From: Improved 3D-ResNet sign language recognition algorithm with enhanced hand features

Core method/network

References

Dataset

General class

Accuracy (%)

I3D+BLSTM

Adaloglou et al.30

GSL isol

310

89.74

B3D ResNet

Liao et al.31

DEVISIGN_D

500

89.80

AM-ResC3D+RCNN

Zhang et al.32

DEVISIGN_D

500

91.00

Method of Fakhfakh et al

Fakhfakh et al.33

SIGNUM

450

90.10

Method of Xiao et al

Xiao et al.34

Kinect RGB-D

500

85.24 ± 1.83

Ours

 

CSL

500

91.12