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Online webcam-based eye tracking in cognitive science: A first look.
Kilian Semmelmann1, Sarah Weigelt2
1Developmental Neuropsychology, Department of Psychology, Ruhr-University Bochum, Universitätsstr. 150, Bochum, 44801, Germany. kilian.semmelmann@rub.de.
Web-based eye tracking using consumer webcams is suitable for cognitive psychology experiments. Online data showed slightly lower accuracy but replicated key gazing patterns, demonstrating its potential for remote research.
Area of Science:
- Cognitive Psychology
- Human-Computer Interaction
- Web-based Research
Background:
- Online experimentation is increasingly used in cognitive psychology.
- Eye tracking, a key cognitive psychology tool, has been underutilized in online studies.
- Previous research focused on performance and reaction time in online experiments.
Purpose of the Study:
- To evaluate the feasibility of web technology-based eye tracking for cognitive psychology research.
- To compare the spatial precision and pattern replicability of online eye tracking with in-lab data.
- To assess the suitability of JavaScript-based eye tracking algorithms with consumer webcams.
Main Methods:
- Comparison of three tasks (fixation, pursuit, free viewing) conducted both in-lab and online.
- Utilized JavaScript-based eye tracking algorithms and consumer-grade webcams for online data collection.
- Analyzed spatial precision for fixation and pursuit tasks, and gazing pattern replicability for free viewing.
Main Results:
- In-lab fixation task data showed a 172 px offset; online data had a 207 px offset and higher variance.
- Pursuit task data revealed similar offsets for both in-lab (211 px) and online (216 px) conditions.
- Free viewing task successfully replicated known attention patterns, with eyes (28.25%) attracting more gaze than nose (9.71%) or mouth (4.00%).
Conclusions:
- Web technology-based eye tracking is a viable method for fixation, pursuit, and free viewing tasks in cognitive psychology.
- Online eye tracking offers a promising avenue for remote data collection, complementing traditional in-lab studies.
- Continued advancements in hardware and software will likely enhance the sophistication of web-based eye tracking paradigms.
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