Table 6.

Comparison of our DSwarm-Net model with some recent models on the UTD-MHAD dataset by cross-subject analysis.

Method	Year	Accuracy (%)	Skeleton data	RGB data	Inertial data
Action machine63	2018	92.50	Yes	Yes	No
PEM64	2018	94.51	Yes	Yes	No
BHDM65	2019	92.80	Yes	No	No
Correlation Congruence66	2019	94.87	Yes	Yes	Yes
Gimme DSE67	2020	93.30	Yes	No	Yes
Fuzzy CNN fusion68	2020	97.91	Yes	No	No
SAKDN69	2021	98.04	Yes	Yes	Yes
Edge Motion70	2021	95.59	Yes	No	No
AMGC71	2021	95.11	Yes	No	No
DSwarm-Net	2021	98.13	Yes	No	No