Coincidence Detection Using Spiking Neurons with Application to Face Recognition

Table 2

Result of face recognition accuracy using CD classifier with Supervised STDP and Prediction.

Datasets	Accuracy (%)
	Baseline	Supervised STDP		Prediction
		Train	Test	Train	Test
AR Neutral S1	82.80	94.00 ± 0.90	93.40 ± 1.07	93.10 ± 0.99	92.80 ± 0.92
AR Smile S1	100.0	100.0 ± 0.00	100.0 ± 0.00	100.0 ± 0.00	100.0 ± 0.00
AR Angry S1	93.60	99.10 ± 0.56	99.20 ± 0.42	99.10 ± 0.74	98.90 ± 0.88
AR Scream S1	74.00	90.90 ± 0.74	90.70 ± 0.67	93.10 ± 1.20	92.90 ± 1.45
AR Sunglasses S1	56.10	98.20 ± 1.03	98.20 ± 1.03	98.30 ± 0.82	98.40 ± 0.70
AR Scarf S1	7.80	94.10 ± 0.99	92.70 ± 1.34	95.50 ± 0.85	95.30 ± 0.67
JAFFE	88.68	94.76 ± 0.90	93.68 ± 0.95	96.26 ± 0.59	94.94 ± 0.89
	89.13	96.83 ± 0.73	96.62 ± 0.71	97.27 ± 0.60	97.26 ± 0.61
Average	74.01	95.98 ± 0.73	95.56 ± 0.77	96.58 ± 0.73	96.31 ± 0.76