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Response time and eye tracking datasets for activities demanding varying cognitive load
Prarthana Pillai1, Prathamesh Ayare1, Balakumar Balasingam1
1Department of Electrical and Computer Engineering, University of Windsor, 401 Sunset Avenue, Windsor, ON, N9G 3P4, Canada.
This study presents a dataset measuring human cognitive load using response time, pupil diameter, and eye gaze across three difficulty levels. This data aids in developing non-invasive methods for human-system automation, like driver alertness monitoring.
Area of Science:
- Human-Computer Interaction
- Cognitive Science
- Biomedical Engineering
Background:
- Cognitive load assessment is crucial for human-system automation.
- Existing methods may be invasive or costly.
- Non-invasive, low-cost sensors offer a promising alternative.
Purpose of the Study:
- To present a dataset for cognitive load research.
- To facilitate the development of algorithms for human-system automation.
- To support research in areas like Advanced Driver Assistance Systems.
Main Methods:
- Collected data from 28 participants performing tasks at three cognitive difficulty levels.
- Measured cognitive load using Detection Response Task (DRT) response time, pupil diameter, and eye gaze.
- Utilized low-cost, non-invasive sensors.
Main Results:
- The dataset provides comprehensive measures of cognitive load.
- Data reflects varying cognitive difficulty levels.
- Enables correlation analysis between physiological measures and task difficulty.
Conclusions:
- The dataset is valuable for researchers developing predictive models of human cognition.
- Facilitates advancements in human-machine system automation.
- Supports the creation of more intuitive and responsive automated systems.
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