Signature verification system using support vector machine
This paper highlights the development of online signature verification system using Support Vector Machine (SVM) and VBTablet 2.0 to verify the input signature by comparing database. This may take place by signing directly on to a digitizing tablet by using stylus which is connected to the Univ...
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| Main Authors: | , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2009
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| Subjects: | |
| Online Access: | http://eprints.utem.edu.my/id/eprint/15149/1/Signature%20verification%20system%20using%20support%20vector%20machine243.pdf http://eprints.utem.edu.my/id/eprint/15149/ |
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| Institution: | Universiti Teknikal Malaysia Melaka |
| Language: | English |
| Summary: | This paper highlights the development of online signature
verification system using Support Vector Machine (SVM)
and VBTablet 2.0 to verify the input signature by
comparing database. This may take place by signing
directly on to a digitizing tablet by using stylus which is
connected to the Universal Serial Bus (USB) port of
computer. Owing to the fact that each individual has its
own way of presenting his/her signatures on paper, there
is a certain level of complexity like the way of holding the
stylus, the strokes used in the signing and the amount of
time/pressure put on paper which are involved in this
verification system. The general on-line verification
procedures are preprocessing, features extraction, detail
matching and post processing. The common verification
algorithm is one of the Global Feature Vector Machine
called Support Vector Machine (SVM). The signature is
characterized as pen-strokes consisting x-y coordinates
and the data will be stored in the signature database in the
form of a txt.file. |
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