AirWhisper: enhancing virtual reality experience via visual-airflow multimodal feedback

IF 2.2 3区 计算机科学 Q3 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Fangtao Zhao, Ziming Li, Yiming Luo, Yue Li, Hai-Ning Liang
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Abstract

Virtual reality (VR) technology has been increasingly focusing on incorporating multimodal outputs to enhance the sense of immersion and realism. In this work, we developed AirWhisper, a modular wearable device that provides dynamic airflow feedback to enhance VR experiences. AirWhisper simulates wind from multiple directions around the user’s head via four micro fans and 3D-printed attachments. We applied a Just Noticeable Difference study to support the design of the control system and explore the user’s perception of the characteristics of the airflow in different directions. Through multimodal comparison experiments, we find that vision-airflow multimodality output can improve the user’s VR experience from several perspectives. Finally, we designed scenarios with different airflow change patterns and different levels of interaction to test AirWhisper’s performance in various contexts and explore the differences in users’ perception of airflow under different virtual environment conditions. Our work shows the importance of developing human-centered multimodal feedback adaptive learning models that can make real-time dynamic changes based on the user’s perceptual characteristics and environmental features.

Abstract Image

AirWhisper:通过视觉-气流多模态反馈增强虚拟现实体验
虚拟现实(VR)技术越来越注重结合多模态输出,以增强沉浸感和真实感。在这项工作中,我们开发了一款模块化可穿戴设备 AirWhisper,它能提供动态气流反馈,以增强 VR 体验。AirWhisper 通过四个微型风扇和 3D 打印附件模拟来自用户头部周围多个方向的风。我们采用了 "Just Noticeable Difference "研究来支持控制系统的设计,并探索用户对不同方向气流特性的感知。通过多模态对比实验,我们发现视觉-气流多模态输出可以从多个角度改善用户的 VR 体验。最后,我们设计了不同气流变化模式和不同交互水平的场景,以测试 AirWhisper 在不同情境下的性能,并探索用户在不同虚拟环境条件下对气流感知的差异。我们的工作表明了开发以人为本的多模态反馈自适应学习模型的重要性,这种模型可以根据用户的感知特征和环境特征进行实时动态变化。
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来源期刊
Journal on Multimodal User Interfaces
Journal on Multimodal User Interfaces COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-COMPUTER SCIENCE, CYBERNETICS
CiteScore
6.90
自引率
3.40%
发文量
12
审稿时长
>12 weeks
期刊介绍: The Journal of Multimodal User Interfaces publishes work in the design, implementation and evaluation of multimodal interfaces. Research in the domain of multimodal interaction is by its very essence a multidisciplinary area involving several fields including signal processing, human-machine interaction, computer science, cognitive science and ergonomics. This journal focuses on multimodal interfaces involving advanced modalities, several modalities and their fusion, user-centric design, usability and architectural considerations. Use cases and descriptions of specific application areas are welcome including for example e-learning, assistance, serious games, affective and social computing, interaction with avatars and robots.
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