Your Personal Movie Producer: Generating Highlight Videos in Soccer Using Wearables

Beitrag bei einer Tagung
(Konferenzbeitrag)


Details zur Publikation

Autor(en): Schuldhaus D, Jakob C, Zwick C, Koerger H, Eskofier B
Verlag: ACM
Verlagsort: New York, NY, USA
Jahr der Veröffentlichung: 2016
Tagungsband: Proceedings of the 2016 ACM International Symposium on Wearable Computers
Seitenbereich: 80-83
Sprache: Englisch


Abstract


Manually browsing through high amount of sports videos, selecting interesting highlight scenes, and applying video effects are time-consuming and one major burden these days. Automatic approaches are preferred, but currently require high-quality TV broadcast material which is usually not available in recreational sports. Thus, the purpose of this paper was to develop a personal low-cost movie producer for highlight videos using wearables. The feasibility of the proposed approach was shown for soccer scenarios. The automatic highlight video generation included three contributions: (i) sensor-based full-instep kick detection and extraction of corresponding video segments, (ii) sensor-based ball speed estimation for provision of highlight-related metadata shown in the final video, and (iii) sensor-driven video effect generation. The proposed system was evaluated on eleven subjects which were equipped with inertial sensors in the cavity of soccer shoes. A mean sensitivity of 95.6 % and a mean absolute error of 7.7 km/h were achieved for the full-instep kick classification and the ball speed estimation, respectively. This personal movie producer based on wearables is a novel idea to provide recreational athletes with attractive automatically generated highlight videos in sports.



FAU-Autoren / FAU-Herausgeber

Eskofier, Björn Prof. Dr.
Stiftungs-Juniorprofessur für Sportinformatik (Digital Sports)
Jakob, Carolin
Stiftungs-Juniorprofessur für Sportinformatik (Digital Sports)
Schuldhaus, Dominik
Lehrstuhl für Informatik 5 (Mustererkennung)


Zitierweisen

APA:
Schuldhaus, D., Jakob, C., Zwick, C., Koerger, H., & Eskofier, B. (2016). Your Personal Movie Producer: Generating Highlight Videos in Soccer Using Wearables. In Proceedings of the 2016 ACM International Symposium on Wearable Computers (pp. 80-83). Heidelberg, DE: New York, NY, USA: ACM.

MLA:
Schuldhaus, Dominik, et al. "Your Personal Movie Producer: Generating Highlight Videos in Soccer Using Wearables." Proceedings of the International Symposium on Wearable Computers (ISWC '16), Heidelberg New York, NY, USA: ACM, 2016. 80-83.

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Zuletzt aktualisiert 2018-19-04 um 03:38