Title :
Enhanced DTW based on-line signature verification
Author :
Khalil, Mostafa I. ; Moustafa, Mohamed ; Abbas, Hazem M.
Author_Institution :
Comput. & Syst. Eng. Dept., Ain Shams Univ., Cairo, Egypt
Abstract :
This work describes an enhanced technique for on-line signature verification. The distance between two signatures is computed by dynamic time warping (DTW) method. The reference signatures are used to assign special parameters for each signer, which makes the system cover the intra signer variation. Several features are extracted. Systems with single and multi-features are tested. Curvature change and speed enhance success verification rate. The experiments have been carried out using the SUSIG online signature database. The best result for ROC area under curve is 99.5 with equal error rate 3.48%, and the best result for equal error rate is 3.06% with ROC area under curve 99.43.
Keywords :
feature extraction; handwriting recognition; ROC area; SUSIG online signature database; curvature change; dynamic time warping method; enhanced DTW; features extraction; intra signer variation; online signature verification; reference signatures; speed enhance success verification rate; Biometrics; Error analysis; Feature extraction; Fingerprint recognition; Handwriting recognition; Hidden Markov models; Humans; Spatial databases; System testing; Systems engineering and theory;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414166