Practical Considerations for Low-Cost Eye Tracking: An Analysis of Data Loss and Presentation of a Solution

被引:4
作者
Sibley, Ciara [1 ]
Foroughi, Cyrus K. [1 ]
Olson, Tatana [2 ]
Moclaire, Cory [2 ]
Coyne, Joseph T. [1 ]
机构
[1] Naval Res Lab, Washington, DC 20375 USA
[2] Naval Aerosp Med Inst, Pensacola, FL USA
来源
AUGMENTED COGNITION: NEUROCOGNITION AND MACHINE LEARNING, AC 2017, PT I | 2017年 / 10284卷
关键词
Eye tracking; Data quality; Data loss; Supervisory control;
D O I
10.1007/978-3-319-58628-1_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents data loss figures from three experiments, varying in length and visual complexity, in which low-cost eye tracking data were collected. Analysis of data from the first two experiments revealed higher levels of data loss in the visually complex task environment and that task duration did not appear to impact data loss. Results from the third experiment demonstrate how data loss can be mitigated by including periodic eye tracking data quality assessments, which are described in detail. The paper concludes with a discussion of overall findings and provides suggestions for researchers interested in employing low-cost eye tracking in human subject experiments.
引用
收藏
页码:236 / 250
页数:15
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