A Modular Approach for Synchronized Wireless Multimodal Multisensor Data Acquisition in Highly Dynamic Social Settings
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Abstract (arXiv)
Existing data acquisition literature for human behavior research provides wired solutions, mainly for controlled laboratory setups. In uncontrolled free-standing conversation settings, where participants are free to walk around, these solutions are unsuitable. While wireless solutions are employed in the broadcasting industry, they can be prohibitively expensive. In this work, we propose a modular and cost-effective wireless approach for synchronized multisensor data acquisition of social human behavior. Our core idea involves a cost-accuracy trade-off by using Network Time Protocol (NTP) as a source reference for all sensors. While commonly used as a reference in ubiquitous computing, NTP is widely considered to be insufficiently accurate as a reference for video applications, where Precision Time Protocol (PTP) or Global Positioning System (GPS) based references are preferred. We argue and show, however, that the latency introduced by using NTP as a source reference is adequate for human behavior research, and the subsequent cost and modularity benefits are a desirable trade-off for applications in this domain. We also describe one instantiation of the approach deployed in a real-world experiment to demonstrate the practicality of our setup in-the-wild.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Aug 2020.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 0; 2024: 0; 2025: 0; 2026: 1.
5 papers.
- 2022ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wildcited by 9
- 2021Social Processes: Self-Supervised Meta-Learning over Conversational Groups for Forecasting Nonverbal Social Cuescited by 6
- 2021Detecting socially interacting groups using f-formation: A survey of taxonomy, methods, datasets, applications, challenges, and future research directionscited by 3
- 2021Towards Integrative Multi-Modal Personal Health Navigation Systems: Framework and Applicationcited by 0
- 2026A Synchronized Audio-Visual Multi-View Capture Systemcited by 0
- 2026A Synchronized Audio-Visual Multi-View Capture System24 Mar 2026
- 2022ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wild10 May 2022
- 2021Towards Integrative Multi-Modal Personal Health Navigation Systems: Framework and Application16 Nov 2021
- 2021Detecting socially interacting groups using f-formation: A survey of taxonomy, methods, datasets, applications, challenges, and future research directions13 Aug 2021
- 2021Social Processes: Self-Supervised Meta-Learning over Conversational Groups for Forecasting Nonverbal Social Cues28 Jul 2021