Table 4.
Size of the face image | Symbolic Approach and Analysis | Nearest Neighbor | Support Vector Machine | Probabilistic Neural Network | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AR | ORL | LFW | VISA Face | AR | ORL | LFW | VISA Face | AR | ORL | LFW | VISA Face | AR | ORL | LFW | VISA Face | |
64 × 64 | 95.75 | 99.75 | 97.22 | 96.39 | 97.67 | 100 | 98.06 | 94.07 | 94.67 | 89.65 | 92.30 | 79.33 | 92.92 | 100 | 98.04 | 89.28 |
100 × 100 | 95.53 | 100 | 95.13 | 96.45 | 95.68 | 100 | 98.09 | 95.72 | 88.67 | 94.25 | 92.30 | 86.77 | 92.92 | 100 | 98.04 | 89.28 |
120 × 120 | 94.63 | 100 | 91.81 | 96.51 | 95.91 | 100 | 98.15 | 95.83 | 84.66 | 88.51 | 92.30 | 82.64 | 92.92 | 100 | 98.04 | 89.28 |
150 × 150 | 94.32 | 100 | 98.47 | 96.61 | 95.92 | 100 | 98.15 | 95.89 | 79.33 | 82.75 | 84.61 | 68.59 | 92.92 | 100 | 98.04 | 89.28 |
250 × 250 | 94.67 | 100 | 95.97 | 96.66 | 96.13 | 100 | 98.13 | 95.89 | 72.67 | 55.17 | 69.23 | 57.024 | 92.92 | 100 | 98.04 | 89.28 |
Bold values denotes best recognition rate