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