Title :
A New Scheme for Off-line Signature Verification Using DWT and Fuzzy Net
Author :
Tian, Wei ; Qiao, Yizheng ; Ma, Zhiqiang
Author_Institution :
Shandong Univ., Jinan
fDate :
July 30 2007-Aug. 1 2007
Abstract :
In the novel system for off-line signature verification, both static and pseudodynamic features are extracted as original signal, which is processed by discrete wavelet transform (DWT) for the purpose of enhancing the difference in time domain between a genuine signature and its forgery. The verification scheme is achieved by combining the proposed fuzzy net output in each sub-band level. In addition, how to train the fuzzy net and get the appropriate training samples are also introduced. The experimental results with English and Chinese signature databases confirm the effectiveness of the proposed technique and show its ability to yield high verification rates.
Keywords :
discrete wavelet transforms; fuzzy neural nets; fuzzy set theory; handwriting recognition; discrete wavelet transform; fuzzy net; offline signature verification; pseudodynamic feature; static feature; Artificial intelligence; Discrete wavelet transforms; Distributed computing; Diversity reception; Feature extraction; Forgery; Fuzzy control; Fuzzy systems; Handwriting recognition; Software engineering;
Conference_Titel :
Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, 2007. SNPD 2007. Eighth ACIS International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-0-7695-2909-7
DOI :
10.1109/SNPD.2007.460