Research Article
Eigenvector Weighting Function in Face Recognition
Table 3
Performance comparison in terms of average error rate.
| Approach | Feature dimension | Error rate of 1st fold test (%) | Error rate of 2nd fold test (%) | Error rate of 3rd fold test (%) | Error rate of 4th fold test (%) | Average error ± std deviation (%) |
| FRGC database |
| PCA | 200 | 52.624 | 51.569 | 44.681 | 47.155 | 49.007 ± 3.73 | NPE | 130 | 45.587 | 43.078 | 39.062 | 40.378 | 42.026 ± 2.90 | EWF_NPE | 110 | 44.409 | 40.424 | 36.969 | 39.686 | 40.372 ± 3.07 | LPP | 190 | 41.127 | 38.063 | 38.957 | 35.679 | 38.456 ± 2.25 | EWF_LPP | 70 | 41.300 | 38.919 | 36.684 | 36.621 | 38.381 ± 2.22 |
| FERET database |
| PCA | 80 | 46.823 | 38.971 | 31.514 | 44.811 | 40.530 ± 6.87 | NPE | 70 | 44.169 | 37.883 | 32.538 | 45.737 | 40.082 ± 6.06 | EWF_NPE | 30 | 43.644 | 37.998 | 33.029 | 38.561 | 38.308 ± 4.33 | LPP | 70 | 44.631 | 38.657 | 32.516 | 46.358 | 40.541 ± 6.28 | EWF_LPP | 20 | 43.351 | 36.924 | 32.948 | 39.719 | 38.235 ± 4.39 |
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