Ring-a-Pose: A Ring for Continuous Hand Pose Tracking

doi:10.1145/3699741

Ring-a-Pose: A Ring for Continuous Hand Pose Tracking

2024-11-21

0

OA

AI

T

Tianhong Catherine Yu *

François Guimbretière

C

Cheng Zhang

DOI：10.1145/3699741

Original

Original request for help

Save

Abstract

En 中文

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.

Ring-a-Pose: A Ring for Continuous Hand Pose Tracking

Abstract

Journal

Organization