Research Article
Coincidence Detection Using Spiking Neurons with Application to Face Recognition
Table 3
Result of face recognition accuracy using CD classifier trained by
Prediction with different spike codings.
| Datasets | Accuracy (%) | Latency | Rate | RO | TTFS | Train | Test | Train | Test | Train | Test | Train | Test |
| AR Neutral S1 | 93.10 | 92.80 | 93.40 | 92.20 | 92.60 | 92.70 | 91.30 | 91.10 | AR Smile S1 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 99.40 | 99.40 | AR Angry S1 | 99.10 | 98.90 | 99.50 | 98.50 | 97.80 | 98.00 | 96.40 | 95.80 | AR Scream S1 | 93.10 | 92.90 | 93.90 | 92.40 | 92.40 | 92.10 | 84.10 | 84.20 | AR Sunglasses S1 | 98.30 | 98.40 | 97.40 | 96.70 | 98.20 | 98.20 | 98.30 | 98.10 | AR Scarf S1 | 95.50 | 95.30 | 93.80 | 90.20 | 96.00 | 95.90 | 92.10 | 91.40 | JAFFE | 96.26 | 94.94 | 98.12 | 91.31 | 95.83 | 94.35 | 92.78 | 91.70 | | 97.27 | 97.26 | 95.98 | 96.05 | 83.22 | 83.18 | 95.70 | 95.65 |
| Average | 96.58 | 96.31 | 96.51 | 94.67 | 94.51 | 94.30 | 93.76 | 93.42 |
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