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Gaze tracking accuracy in humans: One eye is sometimes better than two
Ignace T C Hooge1, Gijs A Holleman2,3, Nina C Haukes4
1Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, The Netherlands. i.hooge@uu.nl.
Averaging binocular eye tracker data (version signal) improves precision but may reduce accuracy. Researchers should choose the signal (left eye, right eye, or version) that best balances accuracy and precision for their specific study needs.
Area of Science:
- Ophthalmology
- Computer Science
- Human-Computer Interaction
Background:
- Modern video eye trackers provide binocular data, enabling the calculation of a version signal by averaging left and right eye data.
- Averaging eye signals is a common practice to enhance data precision (reduce variable error).
Purpose of the Study:
- To investigate the impact of averaging binocular eye signals (version signal) on systematic error (accuracy).
- To compare the accuracy and precision of individual eye signals versus the averaged version signal.
Main Methods:
- Two calibration validation experiments were conducted with a total of 143 participants (n=79 and n=64).
- Systematic error was calculated independently for the left eye, right eye, and version signals for each participant.
Main Results:
- In 29.5% (first experiment) and 25.8% (second experiment) of participants, the systematic error of a single eye signal was lower than that of the version signal.
- Using the version signal can lead to a higher systematic error compared to individual eye signals in a significant portion of users, albeit with improved precision.
Conclusions:
- The choice between using individual eye signals or the version signal depends on the research priority: precision or accuracy.
- For studies prioritizing precision, averaging binocular data (version signal) is recommended.
- For studies prioritizing accuracy, selecting the individual eye signal (left, right, or version) with the lowest systematic error is advised, even if it compromises precision.
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