activity
20242026
most citedWatchHAR: Real-time On-device Human Activity Recognition System for Smartwatches

4 citations · 4 across the 8 of their papers we have counts for

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7 papers · 1 filter

cs.RO2026

IMU-Bench: Benchmarking Wrist IMU Representations Across Kinematic, Semantic and Clinical Tasks

Yiquan Li, Aidan Bradshaw, Chenfeng Gao +1

Wrist-worn inertial measurement units (IMUs) provide a common sensing modality for tasks ranging from activity and gesture recognition to pose estimation, inertial odometry and cli…

cs.CV2026

FlowAvatar: Real-Time Full-Body Avatars from Sparse Egocentric Inputs on Consumer XR Devices

Chenfeng Gao, Taeyoung Yeon, Sungheon Park +4

Prior avatar embodiment research has studied tracking completeness (how faithfully the body, hands, and face are sensed and reproduced) and personalized appearance in isolation, ea…

cs.CV2026

ArmPoser: Real-Time, Calibration-Free Arm Pose Estimation from Smartwatch IMU

Bishnu Dev, Vasco Xu, Xi-Aan Loh +3

Arm pose estimation enables applications in fitness, extended reality input, rehabilitation, and life logging. Prior smartwatch-based approaches rely on calibration poses and prepr…

cs.HC2026

EITWatch: Smartwatch-Integrated Planar Electrical Impedance Tomography for Hand Gesture Recognition

Xuanyou Liu, Novel Alam, Karan Ahuja

Wrist Electrical Impedance Tomography (EIT) senses hand gestures from muscle- and tendon-driven impedance changes, but prior wrist-EIT systems require electrode coverage beyond the…

cs.LG2026

TransfHAR: Self-Supervised Wrist Representations for On-Demand Activity Recognition

Aidan Bradshaw, Riku Arakawa, Xin Liu +1

Fine-grained wrist activity recognition can support applications such as procedural step guidance and context-aware assistance, yet acquiring labeled data for every new task, user,…

cs.RO2026

MARIO: Motion-Augmented Real-Time Multi-Sensor Inertial Odometry

Yiquan Li, Taeyoung Yeon, Chenfeng Gao +3

Inertial odometry (IO) using only Inertial Measurement Units (IMUs) provides a lightweight solution for human motion tracking in augmented reality (AR) and wearable devices. Recent…

cs.AI2026

Towards a General Intelligence and Interface for Wearable Health Data

Girish Narayanswamy, Maxwell A. Xu, A. Ali Heydari +37

While ubiquitous wearable sensors capture a wealth of behavioral and physiological information, effectively transforming these signals into personalized health insights is challeng…