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Human movement datasets: an interdisciplinary scoping review

journal contribution
posted on 2024-06-25, 11:04 authored by Temitayo OlugbadeTemitayo Olugbade, Marta Bieńkiewicz, Giulia Barbareschi, Vincenzo D'Amato, Luca Oneto, Antonio Camurri, Catherine Holloway, Mårten Björkman, Peter Keller, Martin Clayton, Amanda C De C Williams, Nicolas Gold, Cristina Becchio, Benoît Bardy, Nadia Bianchi-Berthouze
Movement dataset reviews exist but are limited in coverage, both in terms of size and research discipline. While topic-specific reviews clearly have their merit, it is critical to have a comprehensive overview based on a systematic survey across disciplines. This enables higher visibility of datasets available to the research communities and can foster interdisciplinary collaborations. We present a catalogue of 704 open datasets described by 10 variables that can be valuable to researchers searching for secondary data: name and reference, creation purpose, data type, annotations, source, population groups, ordinal size of people captured simultaneously, URL, motion capture sensor, and funders. The catalogue is available in the supplementary materials. We provide an analysis of the datasets and further review them under the themes of human diversity, ecological validity, and data recorded. The resulting 12-dimension framework can guide researchers in planning the creation of open movement datasets. This work has been the interdisciplinary effort of researchers across affective computing, clinical psychology, disability innovation, ethnomusicology, human-computer interaction, machine learning, music cognition, music computing, and movement neuroscience.

History

Publication status

  • Published

Journal

ACM Computing Surveys

ISSN

0360-0300

Publisher

Association for Computing Machinery (ACM)

Issue

6

Volume

55

Department affiliated with

  • Informatics Publications

Institution

University of Sussex

Full text available

  • Yes

Peer reviewed?

  • Yes

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