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Table 2 Comparison with the state of the art

From: Enhancing automated lower limb rehabilitation exercise task recognition through multi-sensor data fusion in tele-rehabilitation

Model

Cross validation

Data modality

Network architecture

F1 score (%)

[24] and [25]

LOSO

DC-PM

Hybrid Attention Fusion

90.41

 

LMSO

DC

2D-CNN

87.2

 

PM

1D-CNN-LSTM

74.08

This study

LOSO

DC-PM

I3D

95.74

 

LMSO

DC

I3D

90.83

 

PM

I3D

75.28