Research Article
Support Vector Machine Based on Adaptive Acceleration Particle Swarm Optimization
Table 2
Accuracy values of the proposed AAPSO-SVM and the PSO-SVM techniques with face datasets.
| Conditions | Condition description | Yale dataset | CASIA dataset | Method | Accuracy | Method | Accuracy |
| 1 | Same pose, same illumination, and different expression | PSO-SVM | 73 | PSO-SVM | 76 | AAPSO-SVM | 86 | AAPSO-SVM | 85 | 2 | Same pose, same expression, and different illumination | PSO-SVM | 80 | PSO-SVM | 82 | AAPSO-SVM | 95 | AAPSO-SVM | 96 | 3 | Same expression, same illumination, and different pose | PSO-SVM | 83 | PSO-SVM | 81 | AAPSO-SVM | 94 | AAPSO-SVM | 93 | 4 | Different expression, pose, or illumination | PSO-SVM | 70 | PSO-SVM | 75 | AAPSO-SVM | 82 | AAPSO-SVM | 84 |
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