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Angular Offset Distributions During Fixation Are, More Often Than Not, Multimodal.

Lee Friedman1, Dillon Lohr1, Timothy Hanson2

  • 1Texas State University, San Marcos, Texas, USA.

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Summary
This summary is machine-generated.

Eye-tracking accuracy measurements are often misleading due to multimodal error distributions. This study reveals most distributions are multimodal, necessitating new accuracy assessment methods beyond simple means.

Keywords:
Eye movementaccuracydrifteye trackingfixationgazemicrosaccadesmultimodality

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Area of Science:

  • Human-Computer Interaction
  • Ophthalmology
  • Cognitive Science

Background:

  • Eye-tracking accuracy is typically measured by angular offset, assuming normal distribution.
  • The mean angular offset is a common metric for eye-tracking accuracy.
  • Current methods may misinterpret accuracy when error distributions are not unimodal and normal.

Purpose of the Study:

  • To investigate the distribution of eye-tracking position errors.
  • To challenge the assumption of unimodal and normal error distributions in eye-tracking.
  • To propose alternative methods for measuring eye-tracking accuracy with multimodal distributions.

Main Methods:

  • Analysis of fixation angular offset distributions from eye-tracking data.
  • Statistical evaluation of distribution unimodality and normality.
  • Exploration of fixation drift as a factor in multimodality.

Main Results:

  • The majority of fixation angular offset distributions were found to be multimodal.
  • Only a small percentage (1.7%) of distributions were both unimodal and normal.
  • Multimodality was observed even with single, continuous fixation segments.

Conclusions:

  • The mean angular offset is often an inadequate measure of eye-tracking accuracy.
  • New approaches are needed to accurately assess eye-tracking performance with multimodal error distributions.
  • Fixation drift may contribute to the observed multimodality in eye-tracking errors.