Ring-a-Pose: A Ring for Continuous Hand Pose Tracking
Authors:
- Tianhong Catherine YuTYTianhong Catherine Yu
- Guilin HuGHGuilin Hu
- Ruidong ZhangRZRuidong Zhang
- Hyunchul LimHLHyunchul Lim
- Saif MahmudSMSaif Mahmud
- Chi-Jung LeeCLChi-Jung Lee
- Ke LiKLKe Li
- Devansh AgarwalDADevansh Agarwal
- Shuyang NieSNShuyang Nie
- Jinseok OhJOJinseok Oh
- François GuimbretièreFGFrançois Guimbretière
- Cheng ZhangCZCheng Zhang
Open Access
- 21 November 2024
- journal article
- research article
- Published by Association for Computing Machinery (ACM) in Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
- Vol. 8 (4) , 1-30
Abstract
We present Ring-a-Pose, a single untethered ring that tracks continuous 3D hand poses. Located in the center of the hand, the ring emits an inaudible acoustic signal that each hand pose reflects differently. Ring-a-Pose imposes minimal obtrusions on the hand, unlike multi-ring or glove systems. It is not affected by the choice of clothing that may cover wrist-worn systems. In a series of three user studies with a total of 36 participants, we evaluate Ring-a-Pose's performance on pose tracking and micro-finger gesture recognition. Without collecting any training data from a user, Ring-a-Pose tracks continuous hand poses with a joint error of 14.1mm. The joint error decreases to 10.3mm for fine-tuned user-dependent models. Ring-a-Pose recognizes 7-class micro-gestures with a 90.60% and 99.27% accuracy for user-independent and user-dependent models, respectively. Furthermore, the ring exhibits promising performance when worn on any finger. Ring-a-Pose enables the future of smart rings to track and recognize hand poses using relatively low-power acoustic sensing.Keywords
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Funding Information
- National Science Foundation (2346817, 2239569)
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