Proposing a Recognition System of Gestures Using MobilenetV2 Combining Single Shot Detector Network for Smart-Home Applications

Table 6

Comparison of results among other methods for gestures.

Method	Number of parameters (million)	Size of network (megabyte)	Accuracy (%)	Average execution time (second/gesture)
MobileNet-V1 [6]	22.4	196	90	0.873
Our proposal	16.8	18.7	82	0.075
VGG-16 [5]	138.3	528	90	2.512
Inception-V3 [17]	23.5	92	93	0.890
Xception [19]	22.9	88	94	1.625
Resnet-101 [15]	44.6	171	93	2.791