Research Article
Analysis and Implementation of Optimization Techniques for Facial Recognition
Table 8
YaleB experiment results for PSO, GA, and ABC using EUD, KNN, and SVM classifiers.
| YaleB–PSO | YaleB–GA | YaleB–ABC | EUD | KNN | SVM | EUD | KNN | SVM | EUD | KNN | SVM |
| 100 | 100 | 100 | 60.526 | 60.526 | 99.123 | 36.842 | 100 | 100 | 100 | 100 | 100 | 99.123 | 99.123 | 100 | 35.088 | 100 | 100 | 71.93 | 100 | 100 | 51.754 | 51.754 | 100 | 28.07 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 98.246 | 71.93 | 100 | 99.123 | 95.614 | 100 | 100 | 41.228 | 41.228 | 98.246 | 86.842 | 100 | 100 | 99.123 | 100 | 100 | 40.351 | 40.351 | 100 | 100 | 100 | 100 | 90.351 | 100 | 100 | 94.737 | 94.737 | 98.246 | 71.053 | 100 | 99.123 | 99.123 | 100 | 100 | 99.123 | 99.123 | 99.123 | 47.368 | 100 | 100 | 100 | 100 | 100 | 35.088 | 35.088 | 99.123 | 53.509 | 100 | 100 | 100 | 100 | 100 | 99.123 | 99.123 | 100 | 54.386 | 100 | 100 | 85.965 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 67.544 | 100 | 98.246 | 100 | 100 | 100 | 57.895 | 100 | 100 | 82.456 | 100 | 100 | 46.491 | 46.491 | 100 | 91.228 | 100 | 100 | 87.719 | 100 | 100 | 97.368 | 97.368 | 99.123 | 30.702 | 100 | 98.246 | 88.596 | 100 | 100 | 41.228 | 41.228 | 100 | 92.982 | 100 | 98.246 | 83.333 | 100 | 98.246 | 28.07 | 28.07 | 96.491 | 100 | 100 | 100 | 93.86 | 100 | 100 | 100 | 100 | 98.246 | 50 | 100 | 100 | 100 | 100 | 100 | 50 | 50 | 97.368 | 72.807 | 100 | 100 | 70.175 | 100 | 99.123 | 100 | 100 | 100 | 27.193 | 100 | 100 |
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