Title :
A comparison of feature extraction approaches for offline signature verification
Author :
Rekik, Y. ; Houmani, N. ; El Yacoubi, Mounim A. ; Garcia-Salicetti, S. ; Dorizzi, B.
Author_Institution :
Dept. EPH, Telecom SudParis, Evry, France
Abstract :
This paper proposes two systems for offline signature verification based on a global and on a local approach respectively. The features used consist of different kinds of geometrical, statistical and structural features. For comparison purposes, we used two baseline systems (global and local), both based on a larger number of features encoding the orientations of the strokes using mathematical morphology. Experiments are performed on two offline signature databases, namely DS2-50 and GPDS-104. The obtained results show that we may obtain similar performances even when using a much smaller but more discriminant set of features and that stability of the performance across different databases can be a real challenge.
Keywords :
feature extraction; geometry; handwritten character recognition; mathematical morphology; statistical analysis; DS2-50; GPDS-104; feature extraction; geometrical feature; mathematical morphology; offline signature databases; offline signature verification; statistical feature; structural feature; Databases; Error analysis; Feature extraction; Forgery; Histograms; Pixel;
Conference_Titel :
Multimedia Computing and Systems (ICMCS), 2011 International Conference on
Conference_Location :
Ouarzazate
Print_ISBN :
978-1-61284-730-6
DOI :
10.1109/ICMCS.2011.5945734