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Updated: Oct 28, 2025

Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
Dataset for toothbrushing activity using brush-attached and wearable sensors
Zawar Hussain1, David Waterworth1, Adnan Mahmood1
1Department of Computing, Macquarie University, Sydney, Australia.
This study uses sensors to track toothbrushing quality, addressing poor oral hygiene. The collected data aims to improve human activity recognition for better dental care practices.
Area of Science:
- Biomedical Engineering
- Human-Computer Interaction
- Health Informatics
Background:
- Maintaining oral hygiene is crucial for overall health.
- Poor toothbrushing techniques contribute significantly to dental issues like tooth decay and gum disease.
- Current technological solutions for assessing toothbrushing quality are limited.
Purpose of the Study:
- To address the challenge of assessing toothbrushing quality by framing it as a human activity recognition (HAR) problem.
- To extend a previous dataset by incorporating more experiments and a new sensor for toothbrushing activity analysis.
- To investigate and analyze the collection of a comprehensive dataset for toothbrushing activity recognition.
Main Methods:
- Utilized an Inertial Measurement Unit (IMU) sensor to gather time-series data during toothbrushing.
- Recruited 22 healthy participants to collect data in diverse settings and using both electric and manual toothbrushes.
- Recorded a total of 120 toothbrushing sessions, employing both brush-attached and wearable sensors.
Main Results:
- Collected an expanded dataset of toothbrushing activities using novel sensor configurations.
- Analyzed the feasibility of using HAR techniques for evaluating toothbrushing adherence.
- Established a foundation for developing technology to assess and improve toothbrushing quality.
Conclusions:
- The study successfully collected and analyzed a comprehensive dataset for toothbrushing activity recognition.
- Framing toothbrushing quality assessment as an HAR problem shows promise for technological intervention.
- The findings contribute to the development of tools for promoting better oral hygiene through improved toothbrushing practices.
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