Research Article

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

Table 1

Comparing metrics of convolution networks for ImageNet dataset.

NoNetworkAccuracy on ImageNetNumber of parameterSize of network (megabyte)Depth

1VGG-16 [5]0.901138,357,54452823
2VGG-19 [16]0.90143,667,24054926
3Inception-V3 [17]0.93723,581,78492159
4Resnet-101 [15]0.93844,675,560171101
5MobilenetV2 [6]0.9013,538,9841488
6Densenet201 [18]0.93620,242,98480201
7Xception [19]0.94522,910,48088126