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On handwriting pressure normalization for interoperability of different acquisition stylus

Marcos Faundez-Zanuy, Olga Brotons-Rufes, Carles Paul-Recarens and Réjean Plamondon

Article (2021)

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Abstract

In this paper, we present a pressure characterization and normalization procedure for online handwritten acquisition. Normalization process has been tested in biometric recognition experiments (identification and verification) using online signature database MCYT, which consists of the signatures from 330 users. The goal is to analyze the real mismatch scenarios where users are enrolled with one stylus and then, later on, they produce some testing samples using a different stylus model with different pressure response. Experimental results show: 1) a saturation behavior in pressure signal 2) different dynamic ranges in the different stylus studied 3) improved biometric recognition accuracy by means of pressure signal normalization as well as a performance degradation in mismatched conditions 4) interoperability between different stylus can be obtained by means of pressure normalization. Normalization produces an improvement in signature identification rates higher than 7% (absolute value) when compared with mismatched scenarios.

Uncontrolled Keywords

Plastics ; Ink ; Interoperability ; Biometrics (access control) ; Force ; Handwriting recognition ; Writing

Subjects: 2500 Electrical and electronic engineering > 2500 Electrical and electronic engineering
2700 Information technology > 2705 Software and development
2700 Information technology > 2706 Software engineering
Department: Department of Electrical Engineering
PolyPublie URL: https://publications.polymtl.ca/9322/
Journal Title: IEEE Access (vol. 9)
Publisher: IEEE
DOI: 10.1109/access.2021.3053499
Official URL: https://doi.org/10.1109/access.2021.3053499
Date Deposited: 27 Feb 2023 10:44
Last Modified: 24 Oct 2023 12:52
Cite in APA 7: Faundez-Zanuy, M., Brotons-Rufes, O., Paul-Recarens, C., & Plamondon, R. (2021). On handwriting pressure normalization for interoperability of different acquisition stylus. IEEE Access, 9, 18443-18453. https://doi.org/10.1109/access.2021.3053499

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