Video2Haptics: Converting Video Motion to Dynamic Haptic Feedback with Bio-Inspired Event Processing

计算机科学 触觉技术 计算机视觉 计算机图形学(图像) 人工智能 运动(物理) 事件(粒子物理) 可视化 运动分析 物理 量子力学
作者
Xiaoming Chen,Zexi Hu,Guangxin Zhao,Haisheng Li,Yuk Ying Chung,Aaron Quigley
出处
期刊:IEEE Transactions on Visualization and Computer Graphics [Institute of Electrical and Electronics Engineers]
卷期号:30 (12): 7717-7735
标识
DOI:10.1109/tvcg.2024.3360468
摘要

In cinematic VR applications, haptic feedback can significantly enhance the sense of reality and immersion for users. The increasing availability of emerging haptic devices opens up possibilities for future cinematic VR applications that allow users to receive haptic feedback while they are watching videos. However, automatically rendering haptic cues from real-time video content, particularly from video motion, is a technically challenging task. In this paper, we propose a novel framework called "Video2Haptics" that leverages the emerging bio-inspired event camera to capture event signals as a lightweight representation of video motion. We then propose efficient event-based visual processing methods to estimate force or intensity from video motion in the event domain, rather than the pixel domain. To demonstrate the application of Video2Haptics, we convert the estimated force or intensity to dynamic vibrotactile feedback on emerging haptic gloves, synchronized with the corresponding video motion. As a result, Video2Haptics allows users not only to view the video but also to perceive the video motion concurrently. Our experimental results show that the proposed event-based processing methods for force and intensity estimation are one to two orders of magnitude faster than conventional methods. Our user study results confirm that the proposed Video2Haptics framework can considerably enhance the users' video experience.
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