DocumentCode
2148855
Title
A Circular Grid-Based Rotation Invariant Feature Extraction Approach for Off-line Signature Verification
Author
Parodi, Marianela ; Gómez, Juan C. ; Belaid, Abdel
Author_Institution
Lab. for Syst. Dynamics & Signal Process., Univ. Nac. de Rosario, Rosario, Argentina
fYear
2011
fDate
18-21 Sept. 2011
Firstpage
1289
Lastpage
1293
Abstract
One of the main challenges in off-line signature verification systems is to make them robust against rotation of the signatures. A new technique for rotation invariant feature extraction based on a circular grid is proposed in this paper. Graphometric features for the circular grid are defined by adapting similar features available for rectangular grids, and the property of rotation invariance of the Discrete Fourier Transform (DFT) is used in order to achieve robustness against rotation. A Support Vector Machine (SVM) based classifier scheme is used for classification tasks. Experimental results on a public database show that the proposed verification system has a performance comparable to similar state-of-the-art signature verification systems with the additional advantage of being robust against rotation of the signatures.
Keywords
discrete Fourier transforms; feature extraction; handwriting recognition; image classification; support vector machines; SVM based classifier; circular grid; discrete Fourier transform; graphometric feature; off-line signature verification system; public database; rotation invariant feature extraction; support vector machine; Databases; Discrete Fourier transforms; Feature extraction; Forgery; Hidden Markov models; Support vector machines; Training; Feature Extraction; Off-line Signature Verification; Rotation Invariance Property; Support Vector Machine classifiers;
fLanguage
English
Publisher
ieee
Conference_Titel
Document Analysis and Recognition (ICDAR), 2011 International Conference on
Conference_Location
Beijing
ISSN
1520-5363
Print_ISBN
978-1-4577-1350-7
Electronic_ISBN
1520-5363
Type
conf
DOI
10.1109/ICDAR.2011.259
Filename
6065518
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