ArticleBehavior research methods2022
Small head movements increase and colour noise in data from five video-based P-CR eye trackers.
Article in Behavior research methods, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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9 citing papers in PubMed, 18 citations in OpenAlex.
- The best fixation target revisited: New insights from retinal eye tracking.Behavior research methods · 2025Article
- The fundamentals of eye tracking part 3: How to choose an eye tracker.Behavior research methods · 2025Article
- The fundamentals of eye tracking part 4: Tools for conducting an eye tracking study.Behavior research methods · 2025Article
- Pilot study on the dynamic interactions between cardiac activity and corneal biomechanics during eye movements.Frontiers in medicine · 2024Article
- How to improve data quality in dog eye tracking.Behavior research methods · 2023Article
- GazeBaseVR, a large-scale, longitudinal, binocular eye-tracking dataset collected in virtual reality.Scientific data · 2023Article
- Eye tracking: empirical foundations for a minimal reporting guideline.Behavior research methods · 2023Review
- Eye Tracking in Dogs: Achievements and Challenges.Comparative cognition & behavior reviews · 2023Article
- Advances in Materials, Sensors, and Integrated Systems for Monitoring Eye Movements.Biosensors · 2022Review
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Authors and funding
3 authors at 2 institutions in 3 countries.
Funding
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Abstract
We empirically investigate the role of small, almost imperceptible balance and breathing movements of the head on the level and colour of noise in data from five commercial video-based P-CR eye trackers. By comparing noise from recordings with completely static artificial eyes to noise from recordings where the artificial eyes are worn by humans, we show that very small head movements increase levels and colouring of the noise in data recorded from all five eye trackers in this study. This increase of noise levels is seen not only in the gaze signal, but also in the P and CR signals of the eye trackers that provide these camera image features. The P and CR signals of the SMI eye trackers correlate strongly during small head movements, but less so or not at all when the head is completely still, indicating that head movements are registered by the P and CR images in the eye camera. By recording with artificial eyes, we can also show that the pupil size artefact has no major role in increasing and colouring noise. Our findings add to and replicate the observation by Niehorster et al., (2021) that lowpass filters in video-based P-CR eye trackers colour the data. Irrespective of source, filters or head movements, coloured noise can be confused for oculomotor drift. We also find that usage of the default head restriction in the EyeLink 1000+, the EyeLink II and the HiSpeed240 result in noisier data compared to less head restriction. Researchers investigating data quality in eye trackers should consider not using the Gen 2 artificial eye from SR Research / EyeLink. Data recorded with this artificial eye are much noisier than data recorded with other artificial eyes, on average 2.2-14.5 times worse for the five eye trackers.
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