Research Article
A Multitask Sign Language Recognition System Using Commodity Wi-Fi
Table 4
Evaluation of the existing neural networks.
| Data groups | Resnet18 (224 224 3) (%) | MnasNet (224 224 3) (%) | ShuffleNetV2 (224 224 3) (%) | MobileNetV2 (224 224 3) (%) | Wi-SignFi (224 224 3) (%) |
| Home276 | 99.13 | 92.25 | 92.43 | 97.91 | 99.75 | Lab276 | 99.59 | 98.70 | 97.95 | 99.31 | 99.80 | Lab + Home276 | 99.19 | 98.67 | 96.92 | 98.50 | 99.69 | Lab150 | 95.28 | 89.61 | 74.03 | 88.00 | 96.41 | Mean | 98.30 | 94.81 | 90.33 | 95.93 | 98.91 |
|
|