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Look2React: Making VR NPCs Come Alive with Dynamic Vision-Guided Reactions.

Ritik Vatsal, Xincheng Huang, Robert Xiao

    IEEE Transactions on Visualization and Computer Graphics
    |March 31, 2026
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    Summary
    This summary is machine-generated.

    This study introduces Look2React, a novel system for virtual reality (VR) games that enhances non-player character (NPC) responsiveness. The system makes NPCs react dynamically to player actions, increasing engagement and social presence.

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    Area of Science:

    • Human-Computer Interaction
    • Virtual Reality
    • Artificial Intelligence

    Background:

    • Virtual reality (VR) games promise enhanced player control via body language.
    • Current non-player character (NPC) systems often lack convincing responses to player pose, intent, and context, hindering immersion.

    Purpose of the Study:

    • To develop and evaluate Look2React, an interaction system enabling NPCs to dynamically react to player interactions in VR.
    • To improve NPC believability and player engagement by incorporating vision-based reasoning for response selection.

    Main Methods:

    • Developed Look2React, a system using a vision-based reasoning model for NPC pose and text response selection.
    • Implemented a gaze and proximity-based detection system for intuitive and resource-efficient interaction triggering.
    • Conducted a user study with 20 participants comparing Look2React NPCs against contemporary NPCs in an RPG setting.

    Main Results:

    • Look2React significantly increased player engagement and frequency of NPC interactions.
    • Participants reported higher satisfaction, enhanced social presence, and perceived NPCs as more human-like.
    • Dynamic NPC reactions were found to add depth and personality to characters.

    Conclusions:

    • Look2React effectively enhances immersion and social presence in VR games by making NPCs more responsive and believable.
    • The system demonstrates a viable approach to creating more engaging and human-like NPC interactions in virtual environments.
    • Future research can explore further integration of AI for more nuanced NPC behaviors.