Online Signature Verification using SVD Method
Online signature verification rests on hypothesis which any writer has similarity among signature samples, with scale variability and small distortion. This is a dynamic method in which users sign and then biometric system recognizes the signature by analyzing its characters such as acceleration, pr...
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Universiti Teknologi Petronas
2009
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oai:utpedia.utp.edu.my:16252023-10-09T03:53:30Z http://utpedia.utp.edu.my/id/eprint/1625/ Online Signature Verification using SVD Method Roushanak Rahmat, Roushanak TK Electrical engineering. Electronics Nuclear engineering Online signature verification rests on hypothesis which any writer has similarity among signature samples, with scale variability and small distortion. This is a dynamic method in which users sign and then biometric system recognizes the signature by analyzing its characters such as acceleration, pressure, and orientation. The proposed technique for online signature verification is based on the Singular Value Decomposition (SVD) technique which involves four aspects: 1) data acquisition and preprocessing 2) feature extraction 3) matching (classification), 4) decision making. The SVD is used to find r-singular vectors sensing the maximal energy of the signature data matrix A, called principle subspace thus account for most of the variation in the original data. Having modeled the signature through its r-th principal subspace. the authenticity of the tried signature can be determined by calculating the average distance between its principal subspace and the template signature. Universiti Teknologi Petronas 2009 Final Year Project NonPeerReviewed Roushanak Rahmat, Roushanak (2009) Online Signature Verification using SVD Method. [Final Year Project] (Unpublished) |
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Online signature verification rests on hypothesis which any writer has similarity among signature samples, with scale variability and small distortion. This is a dynamic method in which users sign and then biometric system recognizes the signature by analyzing its characters such as acceleration, pressure, and orientation. The proposed
technique for online signature verification is based on the Singular Value Decomposition (SVD) technique which involves four aspects: 1) data acquisition and preprocessing 2) feature extraction 3) matching (classification), 4) decision making. The SVD is used to find r-singular vectors sensing the maximal energy of the signature data matrix A, called principle subspace thus account for most of the variation in the original data. Having modeled the signature through its r-th principal subspace. the authenticity of the tried signature can be determined by calculating the average distance between its principal subspace and the template signature. |
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Final Year Project |
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Roushanak Rahmat, Roushanak |
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Roushanak Rahmat, Roushanak |
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Roushanak Rahmat, Roushanak |
title |
Online Signature Verification using SVD Method |
title_short |
Online Signature Verification using SVD Method |
title_full |
Online Signature Verification using SVD Method |
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Online Signature Verification using SVD Method |
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Online Signature Verification using SVD Method |
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online signature verification using svd method |
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Universiti Teknologi Petronas |
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2009 |
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http://utpedia.utp.edu.my/id/eprint/1625/ |
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