Title :
A systematic comparison between on-line and off-line methods for signature verification with hidden Markov models
Author :
Rigoll, G. ; Kosmala, A.
Author_Institution :
Dept. of Comput. Sci., Gerhard-Mercator-Univ. Duisburg, Germany
Abstract :
This paper presents an extensive investigation of various HMM-based techniques for signature verification Different feature extraction methods and HMM topologies are compared in order to obtain an optimized high performance signature verification system. Furthermore, this paper may be the first systematic comparison of online and off-line methods for signature verification using exactly the same database, and leading to the surprising result that the difference in performance for both approaches is relatively small
Keywords :
feature extraction; handwriting recognition; hidden Markov models; HMM topologies; feature extraction methods; hidden Markov models; off-line signature verification; online signature verification; Computer science; Data security; Feature extraction; Forgery; Handwriting recognition; Hidden Markov models; Optimization methods; Pattern recognition; Spatial databases; Topology;
Conference_Titel :
Pattern Recognition, 1998. Proceedings. Fourteenth International Conference on
Conference_Location :
Brisbane, Qld.
Print_ISBN :
0-8186-8512-3
DOI :
10.1109/ICPR.1998.712066