Table 4.
Open-set recognition accuracy (%) of different methods on the Wi-Fi dataset.
Method | N = 0 | N = 1 | N = 2 | N = 3 | N = 4 | N = 5 | N = 6 |
SoftMax | 99.85 | 85.42 | 81.05 | 77.21 | 73.18 | 69.54 | 66.23 |
OpenMax | 99.99 | 84.06 | 86.25 | 80.07 | 81.50 | 83.01 | 78.39 |
MLOSR | 99.96 | 90.65 | 83.10 | 76.71 | 71.23 | 66.48 | 62.32 |
SR2CNN | 99.99 | 75.70 | 77.64 | 79.36 | 78.69 | 80.08 | 77.43 |
TripletNet | 99.98 | 96.00 | 96.33 | 96.53 | 96.78 | 97.00 | 91.48 |
MTPL (Ours) | 99.99 | 98.27 | 98.41 | 98.53 | 98.30 | 98.40 | 92.41 |
Note: Number represents the top-1 accuracy.