Research Article
Coincidence Detection Using Spiking Neurons with Application to Face Recognition
Table 4
Comparison of face recognition accuracy using CD classifier trained by
Prediction against several other popular classifiers.
| Face representations | Classifier | Accuracy (%) | AR | JAFFE | | CK+ | Average |
| PCA | NN | 55.55 | 83.66 | 83.09 | 94.32 | 79.16 | soft NN | 77.09 | 92.08 | 92.97 | 96.86 | 89.75 | SVM | 55.55 | 83.66 | 83.09 | 94.32 | 79.16 | soft SVM | 61.00 | 88.12 | 87.11 | 95.19 | 82.86 | CD | 87.09 | 94.06 | 95.73 | 97.03 | 93.48 |
| Gabor | NN | 58.73 | 89.60 | 87.03 | 98.21 | 83.93 | soft NN | 84.00 | 94.55 | 96.65 | 99.26 | 93.62 | SVM | 58.64 | 76.23 | 86.95 | 98.12 | 79.99 | soft SVM | 58.82 | 87.13 | 87.28 | 98.17 | 82.85 | CD | 91.18 | 95.54 | 97.32 | 99.13 | 95.79 |
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