Research Article

Human Activity Recognition Based on a Modified Capsule Network

Table 8

A comparison of the proposed approach with other studies on WISDM.

DatasetsModelAccuracy (%)

WISDMDNN [23]90
Capsule and LoRa [29]95.2
1D-HARCapsNet [30]98.67
CapsGaNet [31]96.8
2D CNN [43]89.67
Multichannel CNN-GRU [44]96.41
LSTM-CNN [45]95.85
Multi-input CNN-GRU [46]97.21
DCNN [47]94.18
Multihead convolutional attention [48]96.4
MCN (this paper)98.21