GazeIntent: Adapting dwell-time selection in VR interaction with real-time intent modeling Article Swipe
Anish S. Narkar
,
Jan J. Michalak
,
Candace E. Peacock
,
Brendan David-John
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2404.13829
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2404.13829
The use of ML models to predict a user's cognitive state from behavioral data has been studied for various applications which includes predicting the intent to perform selections in VR. We developed a novel technique that uses gaze-based intent models to adapt dwell-time thresholds to aid gaze-only selection. A dataset of users performing selection in arithmetic tasks was used to develop intent prediction models (F1 = 0.94). We developed GazeIntent to adapt selection dwell times based on intent model outputs and conducted an end-user study with returning and new users performing additional tasks with varied selection frequencies. Personalized models for returning users effectively accounted for prior experience and were preferred by 63% of users. Our work provides the field with methods to adapt dwell-based selection to users, account for experience over time, and consider tasks that vary by selection frequency
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2404.13829
- https://arxiv.org/pdf/2404.13829
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4395097976
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4395097976Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2404.13829Digital Object Identifier
- Title
-
GazeIntent: Adapting dwell-time selection in VR interaction with real-time intent modelingWork title
- Type
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preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
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2024Year of publication
- Publication date
-
2024-04-22Full publication date if available
- Authors
-
Anish S. Narkar, Jan J. Michalak, Candace E. Peacock, Brendan David-JohnList of authors in order
- Landing page
-
https://arxiv.org/abs/2404.13829Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2404.13829Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2404.13829Direct OA link when available
- Concepts
-
Dwell time, Selection (genetic algorithm), Computer science, Human–computer interaction, Artificial intelligence, Psychology, Clinical psychologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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