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Etracker: A mobile gaze-tracking system with near-eye display based on a combined gaze-tracking algorithm
Li, Bin1,2,3; Fu, Hong3; Wen, Desheng1; Lo, Wailun3; Fu, Hong (hfu@chuhai.edu.hk)
Department空间光学应用研究室
2018-05-19
Source PublicationSensors (Switzerland)
ISSN14248220
Volume18Issue:5
Contribution Rank1
Abstract

Eye tracking technology has become increasingly important for psychological analysis, medical diagnosis, driver assistance systems, and many other applications. Various gaze-tracking models have been established by previous researchers. However, there is currently no near-eye display system with accurate gaze-tracking performance and a convenient user experience. In this paper, we constructed a complete prototype of the mobile gaze-tracking system ‘Etracker’ with a near-eye viewing device for human gaze tracking. We proposed a combined gaze-tracking algorithm. In this algorithm, the convolutional neural network is used to remove blinking images and predict coarse gaze position, and then a geometric model is defined for accurate human gaze tracking. Moreover, we proposed using the mean value of gazes to resolve pupil center changes caused by nystagmus in calibration algorithms, so that an individual user only needs to calibrate it the first time, which makes our system more convenient. The experiments on gaze data from 26 participants show that the eye center detection accuracy is 98% and Etracker can provide an average gaze accuracy of 0.53° at a rate of 30–60 Hz. © 2018 by the authors. Licensee MDPI, Basel, Switzerland.

DOI10.3390/s18051626
Indexed BySCI ; EI
Language英语
WOS IDWOS:000435580300325
EI Accession Number20182105233845
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/30172
Collection空间光学应用研究室
Corresponding AuthorFu, Hong (hfu@chuhai.edu.hk)
Affiliation1.Xi’an Institute of Optics and Precision Mechanics of CAS, Xi’an; 710119, China
2.University of Chinese Academy of Sciences, Beijing; 100049, China
3.Department of Computer Science, Chu Hai College of Higher Education, Tuen Mun, Hong Kong
Recommended Citation
GB/T 7714
Li, Bin,Fu, Hong,Wen, Desheng,et al. Etracker: A mobile gaze-tracking system with near-eye display based on a combined gaze-tracking algorithm[J]. Sensors (Switzerland),2018,18(5).
APA Li, Bin,Fu, Hong,Wen, Desheng,Lo, Wailun,&Fu, Hong .(2018).Etracker: A mobile gaze-tracking system with near-eye display based on a combined gaze-tracking algorithm.Sensors (Switzerland),18(5).
MLA Li, Bin,et al."Etracker: A mobile gaze-tracking system with near-eye display based on a combined gaze-tracking algorithm".Sensors (Switzerland) 18.5(2018).
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