~/talk

LimbMotion: Decimeter-level Limb Tracking for Wearable-based Human-Computer Interaction

Talkat UbiComp / ISWC 2020 · 2020-09-12..09-17
name:Han Zhou
links:none on file
name:Yi Gao
links:none on file
links:none on file
links:none on file
name:Wei Dong
links:none on file
slides:none on file

A real-time system fuses smartwatch IMU data with fast acoustic ranging to recover full 3D limb posture, implemented on a Ticwatch2 with a Huawei Honor 7 anchor and validated against Kinect v2 ground truth with eight volunteers. Key components are a two-step filter (complementary + linear Kalman) and a point-cloud posture lookup aided by fast acoustic ranging. Automatic arm-length initialization uses swinging motions. System achieves median error 7.5–8.9 cm, reducing prior error by about 32% and runs in real time.

AI-written summary · about

  1. 0:00Start
  2. 0:22Motivation
  3. 0:33Prior Approaches
  4. 0:51Insights & Challenges
  5. 1:38Overview
  6. 1:59Two-step Filter
  7. 2:26Fast Acoustic Ranging
  8. 3:22Posture tracking
  9. 3:52Initialization
  10. 4:33Evaluation
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