Table 5 CT analysis of IDLTHAR-PDST model with existing approaches.

From: Intelligent deep learning for human activity recognition in individuals with disabilities using sensor based IoT and edge cloud continuum

Models

CT (sec)

CNN Algorithm

2.51

CNN-LSTM

1.95

CNN-BiLSTM

2.31

HARSI-ResNet34

2.66

HARSI-AlexNet

2.06

kNN HAR-SR

2.17

Matching Filter CNN

2.53

RF

2.14

MobileNetV2

3.00

MLP

3.54

VGG19

2.99

IDLTHAR-PDST

0.75