Shoaib Sensors 2014
smartphone IMU HAR, 10 subjects, 7 activities, 5 body positions (50 Hz)
Classic smartphone motion-sensor HAR set from University of Twente (Shoaib et al., Sensors 2014). Ten male participants (25–30 y) performed walking, running, sitting, standing, jogging, biking, walking upstairs and downstairs while carrying smartphones at multiple body positions (including wrist as smartwatch proxy). Sensors: accelerometer, gyroscope, magnetometer at 50 Hz.
- Type
- Dataset
- DOI
- Not reported
- Licence
- Not reported
- Access
- Not reported
- Subjects
- 10
- Signals
- IMU
- PPG sites
- None
- Setting
- Lab
- Wrist
- Not reported
- Raw waveforms
- Not reported
- Papers
- Updated
- Nov 10, 2026

Key numbers
How it works
- Reference labels
- activity
Papers and models using this dataset· 8
Papers
CHORD: Multi-resolution Compression for Multimodal Time SeriesEvaluationarXiv preprint · 2026
IMUDINO: Self-distilled Foundation Model for Inertial SensingEvaluationICLR 2027 submission · 2026
Next Token Prediction for Generalizable Human Activity Recognition (NextHAR; CIKM 2026)EvaluationCIKM 2026 · 2026- LLaSA: A Sensor-Aware LLM for Natural Language Reasoning of Human Activity from IMU DataCompanion of the 2025 ACM International Jo · 2025
ZARA: Training-Free Motion Time-Series Reasoning via Evidence-Grounded LLM AgentsEvaluationarXiv preprint · 2025
Models
#29 of 158 most-used datasets by published papers and models · #14 of 70 IMU
Browse these 5 papers in the research explorer (filtered to Shoaib Sensors 2014)
Cite
No citation metadata yet.
Cite the ChatPPG record
Cite the dated snapshot 2026-10 for a fixed, reproducible version. Please also cite the original publications listed above.
APA
ChatPPG. (2026). Shoaib Sensors 2014: dataset record (Version 2026-10) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/datasets/shoaib-sensors-2014
BibTeX
@misc{chatppg_dataset_shoaib_sensors_2014,
author = {{ChatPPG}},
title = {{Shoaib Sensors 2014: dataset record}},
year = {2026},
month = nov,
version = {2026-10},
howpublished = {\url{https://chatppg.com/research/datasets/shoaib-sensors-2014}},
note = {ChatPPG Research Hub, Snapshot 2026-10, https://chatppg.com/research/snapshots/2026-10}
}CITATION.cff
cff-version: 1.2.0 message: "If you use this resource, please cite it as below." type: dataset title: "Shoaib Sensors 2014: dataset record" authors: - name: "ChatPPG" url: "https://chatppg.com/research/datasets/shoaib-sensors-2014" repository-artifact: "https://chatppg.com/research/snapshots/2026-10" version: "2026-10" date-released: "2026-11-10"
History
Record updated
Papers
CHORD: Multi-resolution Compression for Multimodal Time SeriesUses Shoaib Sensors 2014arXiv preprint · 2026
IMUDINO: Self-distilled Foundation Model for Inertial SensingUses Shoaib Sensors 2014ICLR 2027 submission · 2026
Next Token Prediction for Generalizable Human Activity Recognition (NextHAR; CIKM 2026)Uses Shoaib Sensors 2014CIKM 2026 · 2026
Models
EdgeHARUses Shoaib Sensors 2014Foundation modelIMU2026
IMUDINOUses Shoaib Sensors 2014self-distilled foundation model for inertial sensingFoundation modelIMU2026 · Open weights
NextHARUses Shoaib Sensors 2014next-token-group prediction over frequency-space IMU tokens for cross-domain HARFoundation modelIMU2026
