A study of artificial eyes for the measurement of precision in eye-trackers
The precision of an eye-tracker is critical to the correct identification of eye movements and their properties. To measure a system’s precision, artificial eyes (AEs) are often used, to exclude eye movements influencing the measurements. A possible issue, however, is that it is virtually impossible...
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Published in | Behavior research methods Vol. 49; no. 3; pp. 947 - 959 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
New York
Springer US
01.06.2017
Springer Nature B.V |
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Abstract | The precision of an eye-tracker is critical to the correct identification of eye movements and their properties. To measure a system’s precision, artificial eyes (AEs) are often used, to exclude eye movements influencing the measurements. A possible issue, however, is that it is virtually impossible to construct AEs with sufficient complexity to fully represent the human eye. To examine the consequences of this limitation, we tested currently used AEs from three manufacturers of eye-trackers and compared them to a more complex model, using 12 commercial eye-trackers. Because precision can be measured in various ways, we compared different metrics in the spatial domain and analyzed the power-spectral densities in the frequency domain. To assess how precision measurements compare in artificial and human eyes, we also measured precision using human recordings on the same eye-trackers. Our results show that the modified eye model presented can cope with all eye-trackers tested and acts as a promising candidate for further development of a set of AEs with varying pupil size and pupil–iris contrast. The spectral analysis of both the AE and human data revealed that human eye data have different frequencies that likely reflect the physiological characteristics of human eye movements. We also report the effects of sample selection methods for precision calculations. This study is part of the EMRA/COGAIN Eye Data Quality Standardization Project. |
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AbstractList | The precision of an eye-tracker is critical to the correct identification of eye movements and their properties. To measure a system's precision, artificial eyes (AEs) are often used, to exclude eye movements influencing the measurements. A possible issue, however, is that it is virtually impossible to construct AEs with sufficient complexity to fully represent the human eye. To examine the consequences of this limitation, we tested currently used AEs from three manufacturers of eye-trackers and compared them to a more complex model, using 12 commercial eye-trackers. Because precision can be measured in various ways, we compared different metrics in the spatial domain and analyzed the power-spectral densities in the frequency domain. To assess how precision measurements compare in artificial and human eyes, we also measured precision using human recordings on the same eye-trackers. Our results show that the modified eye model presented can cope with all eye-trackers tested and acts as a promising candidate for further development of a set of AEs with varying pupil size and pupil-iris contrast. The spectral analysis of both the AE and human data revealed that human eye data have different frequencies that likely reflect the physiological characteristics of human eye movements. We also report the effects of sample selection methods for precision calculations. This study is part of the EMRA/COGAIN Eye Data Quality Standardization Project. |
Author | Mulvey, Fiona B. Holmqvist, Kenneth Wang, Dong Pelz, Jeff B. |
Author_xml | – sequence: 1 givenname: Dong surname: Wang fullname: Wang, Dong email: dxw1481@rit.edu organization: Carlson Center for Imaging Science, Rochester Institute of Technology – sequence: 2 givenname: Fiona B. surname: Mulvey fullname: Mulvey, Fiona B. organization: Humanities Laboratory, Lund University – sequence: 3 givenname: Jeff B. surname: Pelz fullname: Pelz, Jeff B. organization: Carlson Center for Imaging Science, Rochester Institute of Technology – sequence: 4 givenname: Kenneth surname: Holmqvist fullname: Holmqvist, Kenneth organization: Humanities Laboratory, Lund University |
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Cites_doi | 10.1080/13506285.2013.876481 10.3758/BF03202479 10.1364/AO.24.000527 10.1007/BF00648343 10.1016/j.jneumeth.2006.11.017 10.3758/s13428-012-0247-4 10.1086/160554 10.3758/s13414-015-0983-5 10.1109/PROC.1966.4630 10.1167/6.1.1 10.1145/2168556.2168618 10.16910/jemr.5.4.5 10.1145/2168556.2168563 |
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References | Barnes, Allan (CR3) 1966; 54 CR4 CR6 Findlay (CR9) 1971; 8 CR5 CR18 CR16 Holmqvist, Nyström, Andersson, Dewhurst, Jarodzka, Van de Weijer (CR12) 2011 CR14 CR13 Abramov, Harris (CR1) 1984; 16 Crane, Steele (CR8) 1985; 24 CR10 Hecht (CR11) 1987 Wallot, Coey, Richardson (CR22) 2015; 77 Artal, Benito, Tabernero (CR2) 2006; 6 Lomb (CR15) 1976; 39 Peirce (CR19) 2007; 162 Scargle (CR21) 1982; 263 Reingold (CR20) 2014; 22 Coey, Wallot, Richardson, Van Orden (CR7) 2012; 5 Nyström, Andersson, Holmqvist, van de Weijer (CR17) 2013; 45 755_CR5 755_CR10 EM Reingold (755_CR20) 2014; 22 755_CR6 755_CR4 NR Lomb (755_CR15) 1976; 39 755_CR18 755_CR16 J Findlay (755_CR9) 1971; 8 755_CR14 755_CR13 E Hecht (755_CR11) 1987 J Barnes (755_CR3) 1966; 54 JD Scargle (755_CR21) 1982; 263 CA Coey (755_CR7) 2012; 5 P Artal (755_CR2) 2006; 6 I Abramov (755_CR1) 1984; 16 M Nyström (755_CR17) 2013; 45 HD Crane (755_CR8) 1985; 24 K Holmqvist (755_CR12) 2011 JW Peirce (755_CR19) 2007; 162 S Wallot (755_CR22) 2015; 77 |
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Snippet | The precision of an eye-tracker is critical to the correct identification of eye movements and their properties. To measure a system’s precision, artificial... The precision of an eye-tracker is critical to the correct identification of eye movements and their properties. To measure a system's precision, artificial... |
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SubjectTerms | Artificial eye Behavioral Science and Psychology Cognitive Psychology Complexity Data quality Eye Eye movements Eye Movements - physiology Eye, Artificial - standards Eye-tracker noise Eyes & eyesight Humans Measurement Physiological effects Power-spectral density Precision Psychology Psychology (excluding Applied Psychology) Psykologi Psykologi (exklusive tillämpad psykologi) Pupil size Samhällsvetenskap Social Sciences Spectral analysis Standardization Tracking control systems |
Title | A study of artificial eyes for the measurement of precision in eye-trackers |
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