Home
Scholarly Works
A novel method for pupil diameter measurement...
Conference

A novel method for pupil diameter measurement based on fuzzy techniques

Abstract

This paper proposes a fuzzy-based algorithm for measurement of the pupil diameter (PD) from the pupil video. The proposed algorithm consists of four stages: data acquisition, preprocessing, edge detection, and calculation of PD. In this algorithm the effective procedure for edge detection is presented based on the hybrid combination of interval type-2 fuzzy logic system (IT2FS) and genetic algorithm (GA) wherein GA is used for parameters optimization of IT2FS membership function, to adjust the amplitude of the upper bound of the IT2FS so as to improve the behavior of the IT2FS in edge detector. In order to evaluate the performance of the proposed algorithm, a pupil videos dataset is constructed. The proposed algorithm is tested on this dataset. The experimental results show that the IT2FS has great potential for edge detection and the proposed algorithm for the PD measurement is promising.

Authors

Mokhayeri F; Toosizadeh S; Akbarzadeh-T M; Ghasemzadeh-R F

Pagination

pp. 473-478

Publication Date

November 1, 2011

DOI

10.1109/GRC.2011.6122643

Conference proceedings

2011 IEEE International Conference on Granular Computing
View published work (Non-McMaster Users)

Contact the Experts team