| 100 Classes | 150 Classes | 200 Classes | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Training Samples Per Class |
3 | 5 | 7 | 3 | 5 | 7 | 3 | 5 | 7 |
| DBN(P) | 86.97 | 92.88 | 96.10 | 83.10 | 91.13 | 94.58 | 79.79 | 85.76 | 91.63 |
| DBN (R) | 40.47 | 48.52 | 52.63 | 44.70 | 53.03 | 55.47 | 42.89 | 50.94 | 54.95 |
| IR-DDBN | 89.27 | 95.56 | 97.87 | 87.15 | 94.59 | 97.11 | 84.38 | 91.96 | 95.98 |
| CNN | 76.14 | 89.00 | 93.00 | 80.19 | 89.07 | 92.67 | 78.71 | 88.50 | 92.33 |
| PCA | 87.86 | 93.80 | 97.00 | 81.43 | 90.53 | 95.11 | 80.57 | 83.30 | 94.83 |
| HOG | 84.43 | 92.20 | 96.67 | 84.00 | 91.33 | 96.22 | 83.50 | 89.90 | 95.17 |
| LBP | 74.71 | 79.60 | 85.00 | 73.24 | 77.87 | 81.98 | 72.86 | 77.30 | 80.33 |