Vis enkel innførsel

dc.contributor.authorNordmo, Tor-Arne Schmidt
dc.contributor.authorRiegler, Michael
dc.contributor.authorDagenborg, Håvard Johansen
dc.contributor.authorJohansen, Dag
dc.date.accessioned2024-03-19T14:41:24Z
dc.date.available2024-03-19T14:41:24Z
dc.date.issued2023-03-31
dc.description.abstractAdvances in sensor technology and big data processing enable new and improved performance analysis of sport athletes. With the increase in data variety and volume, both from on-body sensors and cameras, it has become possible to quantify the specific movement patterns that make a good athlete. This paper describes Arctic Human Activity Recognition on the Edge (Arctic HARE): a skiing-technique training system that captures movement of skiers to match those against optimal patterns in well-known cross-country techniques. Arctic HARE uses on-body sensors in combination with stationary cameras to capture movement of the skier, and provides classification of the perceived technique. We explore and compare two approaches for classifying data, and determine optimal representations that embody the movement of the skier. We achieve higher than 96% accuracy for real-time classification of cross-country techniques.en_US
dc.identifier.citationNordmo TA, Riegler M, Dagenborg HJ, Johansen D: Arctic HARE: A Machine Learning-Based System for Performance Analysis of Cross-Country Skiers. In: Dang-Nguyen D. MultiMedia Modeling : 29th International conference, MMM 2023, Bergen, Norway, January 9-12, 2023, Proceedings, Part II, 2023. Springer p. 553-564en_US
dc.identifier.cristinIDFRIDAID 2184414
dc.identifier.doihttps://doi.org/10.1007/978-3-031-27818-1
dc.identifier.isbn978-3-031-27077-2
dc.identifier.issn0302-9743
dc.identifier.issn1611-3349
dc.identifier.urihttps://hdl.handle.net/10037/33197
dc.language.isoengen_US
dc.publisherSpringeren_US
dc.rights.accessRightsopenAccessen_US
dc.rights.holderCopyright 2023 The Author(s)en_US
dc.titleArctic HARE: A Machine Learning-Based System for Performance Analysis of Cross-Country Skiersen_US
dc.type.versionacceptedVersionen_US
dc.typeChapteren_US
dc.typeBokkapittelen_US


Tilhørende fil(er)

Thumbnail

Denne innførselen finnes i følgende samling(er)

Vis enkel innførsel