[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1145/2168556.2168598acmconferencesArticle/Chapter ViewAbstractPublication PagesetraConference Proceedingsconference-collections
research-article

Evaluation of pupil center-eye corner vector for gaze estimation using a web cam

Published: 28 March 2012 Publication History

Abstract

Low cost eye tracking is an actual challenging research topic for the eye tracking community. Gaze tracking based on a web cam and without infrared light is a searched goal to broaden the applications of eye tracking systems. Web cam based eye tracking results in new challenges to solve such as a wider field of view and a lower image quality. In addition, no infrared light implies that glints cannot be used anymore as a tracking feature. In this paper, a thorough study has been carried out to evaluate pupil (iris) center-eye corner (PC-EC) vector as feature for gaze estimation based on interpolation methods in low cost eye tracking, as it is considered to be partially equivalent to the pupil center-corneal reflection (PC-CR) vector. The analysis is carried out both based on simulated and real data. The experiments show that eye corner positions in the image move slightly when the user is looking at different points of the screen, even with a static head position. This lowers the possible accuracy of the gaze estimation, significantly reducing the accuracy of the system under standard working conditions to 2--3 degrees.

References

[1]
Böhme, M., Dorr, M., Graw, M., Martinetz, T., and Barth, E. 2008. A software framework for simulating eye trackers. In Proceedings of the 2008 symposium on Eye tracking research & applications, ACM, New York, NY, USA, ETRA '08, 251--258.
[2]
Cerrolaza, J. J., Villanueva, A., and Cabeza, R. 2008. Taxonomic study of polynomial regressions applied to the calibration of video-oculographic systems. In ETRA, 259--266.
[3]
Chen, J., and Ji, Q. 2008. 3d gaze estimation with a single camera without ir illumination. In Pattern Recognition, 2008. ICPR 2008. 19th International Conference on, 1--4.
[4]
Hansen, D. W., and Ji, Q. 2010. In the eye of the beholder: A survey of models for eyes and gaze. IEEE Trans. Pattern Anal. Mach. Intell. 32, 3, 478--500.
[5]
Ishikawa, T. 2004. Passive driver gaze tracking with active appearance models. Technical report. Carnegie Mellon University, the Robotics Institute.
[6]
Ponz, V., Villanueva, A., Sesma, L., Ariz, M., and Cabeza, R. 2011. Topography-based detection of the iris centre using multiple-resolution images. In Irish Machine Vision and Image Processing Conference (IMVIP 2011) September 2011, 1--4.
[7]
Ramanauskas, N., and Daunys, G. 2005. Elimination of head shifts in videooculography. ISSN 1392-1215 Electronics and Electrical Engineering, 8 (64), 69--72.
[8]
Shao, G., Che, M., Zhang, B., Cen, K., and Gao, W. 2010. A novel simple 2d model of eye gaze estimation. In 2010 Second International Conference on Intelligent Human-Machine Systems and Cybernetics, 1--5.
[9]
Torricelli, D., Conforto, S., Schmid, M., and D'Alessio, T. 2008. A neural-based remote eye gaze tracker under natural head motion. Comput. Methods Prog. Biomed. 92 (October), 66--78.
[10]
Zhu, J., and Yang, J. 2002. Subpixel eye gaze tracking. In Automatic Face and Gesture Recognition, 2002. Proceedings. Fifth IEEE International Conference on, 124--129.

Cited By

View all
  • (2024)Model-Based 3D Gaze Estimation Using a TOF CameraSensors10.3390/s2404107024:4(1070)Online publication date: 6-Feb-2024
  • (2024)A Multimodal Approach to Detect Driver Drowsiness2024 5th International Conference on Circuits, Control, Communication and Computing (I4C)10.1109/I4C62240.2024.10748433(554-559)Online publication date: 4-Oct-2024
  • (2024)Instant interaction driven adaptive gaze control interfaceScientific Reports10.1038/s41598-024-62365-914:1Online publication date: 22-May-2024
  • Show More Cited By

Index Terms

  1. Evaluation of pupil center-eye corner vector for gaze estimation using a web cam

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    ETRA '12: Proceedings of the Symposium on Eye Tracking Research and Applications
    March 2012
    420 pages
    ISBN:9781450312219
    DOI:10.1145/2168556
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

    Sponsors

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 28 March 2012

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. gaze estimation
    2. interpolation methods
    3. iris detection
    4. low cost eye tracking

    Qualifiers

    • Research-article

    Funding Sources

    Conference

    ETRA '12
    ETRA '12: Eye Tracking Research and Applications
    March 28 - 30, 2012
    California, Santa Barbara

    Acceptance Rates

    Overall Acceptance Rate 69 of 137 submissions, 50%

    Upcoming Conference

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)33
    • Downloads (Last 6 weeks)6
    Reflects downloads up to 21 Dec 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)Model-Based 3D Gaze Estimation Using a TOF CameraSensors10.3390/s2404107024:4(1070)Online publication date: 6-Feb-2024
    • (2024)A Multimodal Approach to Detect Driver Drowsiness2024 5th International Conference on Circuits, Control, Communication and Computing (I4C)10.1109/I4C62240.2024.10748433(554-559)Online publication date: 4-Oct-2024
    • (2024)Instant interaction driven adaptive gaze control interfaceScientific Reports10.1038/s41598-024-62365-914:1Online publication date: 22-May-2024
    • (2023)Contactless Real-Time Eye Gaze-Mapping System Based on Simple Siamese NetworksApplied Sciences10.3390/app1309537413:9(5374)Online publication date: 25-Apr-2023
    • (2023)EFE: End-to-end Frame-to-Gaze Estimation2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)10.1109/CVPRW59228.2023.00269(2688-2697)Online publication date: Jun-2023
    • (2022)Rethinking Model-Based Gaze EstimationProceedings of the ACM on Computer Graphics and Interactive Techniques10.1145/35307975:2(1-17)Online publication date: 17-May-2022
    • (2022)VIS-iTrack: Visual Intention Through Gaze Tracking Using Low-Cost WebcamIEEE Access10.1109/ACCESS.2022.318796910(70779-70792)Online publication date: 2022
    • (2021)Accurate Pupil Center Detection in Off-the-Shelf Eye Tracking Systems Using Convolutional Neural NetworksSensors10.3390/s2120684721:20(6847)Online publication date: 15-Oct-2021
    • (2021)Remote Eye Gaze Tracking Research: A Comparative Evaluation on Past and Recent ProgressElectronics10.3390/electronics1024316510:24(3165)Online publication date: 19-Dec-2021
    • (2021)OSTGazeNet: One-stage Trainable 2D Gaze Estimation Network2021 International Conference on Information and Communication Technology Convergence (ICTC)10.1109/ICTC52510.2021.9620812(1137-1139)Online publication date: 20-Oct-2021
    • Show More Cited By

    View Options

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media