Online Handwritten Signature Verification Using Neural Network Classifier Based on Principal Component Analysis

Table 5

Some related works on SIGMA database.

References	Classifier	Feature extraction	No. of obtained features	No. of samples in training	No. of samples in testing	FAR (%)	FRR (%)	Accuracy rate (%)	Threshold value
Iranmanesh et al. [14]	ANN	Pearson Correlation	9	4000	4000	21.3	13.8	82.4	N/A
Malallah et al. [15]	ANN	PCA	162	4000	4000	8.5	24.3	83.5	N/A
Proposed technique	ANN	PCA	50	4000	4000	7.4	6.4	93.1	0.4