Title :
Analysis of handwritten signature performances using mobile devices
Author :
Mendaza-Ormaza, Aitor ; Miguel-Hurtado, Oscar ; Blanco-Gonzalo, Ramon ; Diez-Jimeno, Francisco-Jose
Author_Institution :
Dept. Electron. Technol. (GUTI), Univ. Carlos III of Madrid, Leganes, Spain
Abstract :
This paper continue our previous work on on-line signature verification on portable devices. A database has been collected which contains data for 25 users, with 28 genuine and 25 skilled forged signatures per user, in 5 different devices. 4 portable devices of different sizes and screen technologies (capacitive and resistive) have been used. The 5th device is a traditional digital pen tablet, to use as a baseline for results comparison. Two different algorithms, DTW and SVM, have been used to asses the performance of the signals captured on portable devices. Two main experiments using both algorithms and the 5 sub-databases have been done. The first experiment uses each database independently. The user model is created and tested with signatures of the same database. The second experiment creates the user model using signatures acquired with the digital pen tablet. Results of the first experiment achieve good error rates for random forgeries.
Keywords :
handwriting recognition; notebook computers; support vector machines; touch sensitive screens; digital pen tablet; dynamic time warping; handwritten signature performance; mobile device; online signature verification; portable devices; random forgery; support vector machines; user model; On-line handwritten signature; android; authentication; biometrics; portable devices; screen size; screen technology; touch screen;
Conference_Titel :
Security Technology (ICCST), 2011 IEEE International Carnahan Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-0902-9
DOI :
10.1109/CCST.2011.6095930