Title :
On establishing evaluation standards for ECG biometrics
Author :
Pouryayevali, Shahrzad ; Wahabi, Saeid ; Hari, Siddarth ; Hatzinakos, Dimitrios
Author_Institution :
Edward S. Rogers Sr. Dept. of Electr. & Comput. Eng., Univ. of Toronto, Toronto, ON, Canada
Abstract :
Electrocardiogram (ECG) biometrics are becoming increasingly popular. Numerous approaches to ECG processing have been proposed over the past years and the field has drawn significant attention from the biometrics community. However, less attention has been paid to developing a standard for ECG biometric testing for the evaluation of such algorithms. This paper proposes a set of standards for ECG signal recording and presents the UofT ECG Database (UofTDB) in order to evaluate the performance of various ECG biometric methods. Compared to existing databases, the UofTDB has three important characteristics namely, large population size (1012 individuals), varying body postures, physical exercise and acquisition over a long period. A promising equal error rate of under 5% is also reported.
Keywords :
biometrics (access control); electrocardiography; medical signal processing; standards; ECG biometrics; ECG processing; ECG signal recording; UofT ECG database; UofTDB; biometrics community; electrocardiogram biometrics; evaluation standards; physical exercise; population size; varying body postures; Biometrics (access control); Databases; Electrocardiography; Electrodes; Robustness; Sociology; Testing; Biometrics (access control); Electrocardiogram; Electrocardiogram Database; Evaluation Performance;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854307