Automatic gaze-based user-independent detection of mind wandering during computerized reading

R Bixler, S D'Mello - User Modeling and User-Adapted Interaction, 2016 - Springer
Mind wandering is a ubiquitous phenomenon where attention involuntarily shifts from task-
related thoughts to internal task-unrelated thoughts. Mind wandering can have negative …

Automated gaze-based mind wandering detection during computerized learning in classrooms

S Hutt, K Krasich, C Mills, N Bosch, S White… - User Modeling and User …, 2019 - Springer
We investigate the use of commercial off-the-shelf (COTS) eye-trackers to automatically
detect mind wandering—a phenomenon involving a shift in attention from task-related to …

Toward fully automated person-independent detection of mind wandering

R Bixler, S D'Mello - … 22nd International Conference, UMAP 2014, Aalborg …, 2014 - Springer
Mind wandering is a ubiquitous phenomenon where attention involuntary shifts from task-
related processing to task-unrelated thoughts. Mind wandering has negative effects on …

Automatic Gaze-Based Detection of Mind Wandering during Narrative Film Comprehension.

C Mills, R Bixler, X Wang, SK D'Mello - International Educational Data Mining …, 2016 - ERIC
Mind wandering (MW) reflects a shift in attention from task-related to task-unrelated
thoughts. It is negatively related to performance across a range of tasks, suggesting the …

Automatic gaze-based detection of mind wandering with metacognitive awareness

R Bixler, S D'Mello - User Modeling, Adaptation and Personalization: 23rd …, 2015 - Springer
Mind wandering (MW) is a ubiquitous phenomenon where attention involuntarily shifts from
task-related processing to task-unrelated thoughts. There is a need for adaptive systems that …

Automatic detection of mind wandering during reading using gaze and physiology

R Bixler, N Blanchard, L Garrison… - Proceedings of the 2015 …, 2015 - dl.acm.org
Mind wandering (MW) entails an involuntary shift in attention from task-related thoughts to
task-unrelated thoughts, and has been shown to have detrimental effects on performance in …

Gaze Scanpath Transformer: Predicting Visual Search Target by Spatiotemporal Semantic Modeling of Gaze Scanpath

T Nishiyasu, Y Sato - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
We introduce a new method called the Gaze Scanpath Transformer for predicting a search
target category during a visual search task. Previous methods for estimating visual search …

Using a webcam based eye-tracker to understand students' thought patterns and reading behaviors in neurodivergent classrooms

AY Wong, RL Bryck, RS Baker, S Hutt… - LAK23: 13th international …, 2023 - dl.acm.org
Previous learning analytics efforts have attempted to leverage the link between students'
gaze behaviors and learning experiences to build effective real-time interventions …

Computational models of human visual attention and their implementations: A survey

A Kimura, R Yonetani, T Hirayama - IEICE TRANSACTIONS on …, 2013 - search.ieice.org
We humans are easily able to instantaneously detect the regions in a visual scene that are
most likely to contain something of interest. Exploiting this pre-selection mechanism called …

Evaluating calibration-free webcam-based eye tracking for gaze-based user modeling

S Hutt, SK D'Mello - Proceedings of the 2022 international conference on …, 2022 - dl.acm.org
Eye tracking has been a research tool for decades, providing insights into interactions,
usability, and, more recently, gaze-enabled interfaces. Recent work has utilized consumer …