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SVC-onGoing: Signature verification competition

Tolosana, Ruben*; Vera-Rodriguez, Ruben; Gonzalez-Garcia, Carlos; Fierrez, Julian; Morales, Aythami; Ortega-Garcia, Javier; Ruiz-Garcia, Juan Carlos; Romero-Tapiador, Sergio; Rengifo, Santiago; Caruana, Miguel; Jiang, Jiajia; Lai, Songxuan; Jin, Lianwen; Zhu, Yecheng; Galbally, Javier; Diaz, Moises; Ferrer, Miguel Angel; Gomez-Barrero, Marta; Hodashinsky, Ilya; Sarin, Konstantin; Slezkin, Artem; Bardamova, Marina; Svetlakov, Mikhail; Saleem, Mohammad; Szcs, Cintia Lia; Kovari, Bence
Science Citation Index Expanded
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摘要

This article presents SVC-onGoing1, an on-going competition for on-line signature verification where re-searchers can easily benchmark their systems against the state of the art in an open common platform using large-scale public databases, such as DeepSignDB(2) and SVC2021_EvalDB(3), and standard experimen-tal protocols. SVC-onGoing is based on the ICDAR 2021 Competition on On-Line Signature Verification (SVC 2021), which has been extended to allow participants anytime. The goal of SVC-onGoing is to eval-uate the limits of on-line signature verification systems on popular scenarios (office/mobile) and writing inputs (stylus/finger) through large-scale public databases. Three different tasks are considered in the competition, simulating realistic scenarios as both random and skilled forgeries are simultaneously con-sidered on each task. The results obtained in SVC-onGoing prove the high potential of deep learning methods in comparison with traditional methods. In particular, the best signature verification system has obtained Equal Error Rate (EER) values of 3.33% (Task 1), 7.41% (Task 2), and 6.04% (Task 3). Future stud-ies in the field should be oriented to improve the performance of signature verification systems on the challenging mobile scenarios of SVC-onGoing in which several mobile devices and the finger are used during the signature acquisition.

关键词

SVC-onGoing SVC 2021 Biometrics Handwriting Signature verification DeepSignDB SVC2021_EvalDB