A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä
Feasibility of OpenPose markerless motion analysis in a real athletics competition (2024)
Cronin, N. J., Walker, J., Tucker, C. B., Nicholson, G., Cooke, M., Merlino, S., & Bissas, A. (2024). Feasibility of OpenPose markerless motion analysis in a real athletics competition. Frontiers in Sports and Active Living, 5, Article 1298003. https://doi.org/10.3389/fspor.2023.1298003
JYU-tekijät tai -toimittajat
Julkaisun tiedot
Julkaisun kaikki tekijät tai toimittajat: Cronin, Neil J.; Walker, Josh; Tucker, Catherine B.; Nicholson, Gareth; Cooke, Mark; Merlino, Stéphane; Bissas, Athanassios
Lehti tai sarja: Frontiers in Sports and Active Living
eISSN: 2624-9367
Julkaisuvuosi: 2024
Ilmestymispäivä: 05.01.2024
Volyymi: 5
Artikkelinumero: 1298003
Kustantaja: Frontiers Media
Julkaisumaa: Sveitsi
Julkaisun kieli: englanti
DOI: https://doi.org/10.3389/fspor.2023.1298003
Julkaisun avoin saatavuus: Avoimesti saatavilla
Julkaisukanavan avoin saatavuus: Kokonaan avoin julkaisukanava
Julkaisu on rinnakkaistallennettu (JYX): https://jyx.jyu.fi/handle/123456789/93187
Lisätietoja: Research Topic: Will New Technologies Lead to Better Scientific Tools and Data in Sport Biomechanics and Performance Analysis?
Tiivistelmä
This study tested the performance of OpenPose on footage collected by two cameras at 200 Hz from a real-life competitive setting by comparing it with manually analyzed data in SIMI motion. The same take-off recording from the men's Long Jump finals at the 2017 World Athletics Championships was used for both approaches (markerless and manual) to reconstruct the 3D coordinates from each of the camera's 2D coordinates. Joint angle and Centre of Mass (COM) variables during the final step and take-off phase of the jump were determined. Coefficients of Multiple Determinations (CMD) for joint angle waveforms showed large variation between athletes with the knee angle values typically being higher (take-off leg: 0.727 ± 0.242; swing leg: 0.729 ± 0.190) than those for hip (take-off leg: 0.388 ± 0.193; swing leg: 0.370 ± 0.227) and ankle angle (take-off leg: 0.247 ± 0.172; swing leg: 0.155 ± 0.228). COM data also showed considerable variation between athletes and parameters, with position (0.600 ± 0.322) and projection angle (0.658 ± 0.273) waveforms generally showing better agreement than COM velocity (0.217 ± 0.241). Agreement for discrete data was generally poor with high random error for joint kinematics and COM parameters at take-off and an average ICC across variables of 0.17. The poor agreement statistics and a range of unrealistic values returned by the pose estimation underline that OpenPose is not suitable for in-competition performance analysis in events such as the long jump, something that manual analysis still achieves with high levels of accuracy and reliability.
YSO-asiasanat: liikeanalyysi; liikkeenkaappaus; liikeoppi; liike; juoksu; pikajuoksu; pituushyppy; urheilukilpailut; tekoäly
Vapaat asiasanat: motion capture; markerless tracking; artificial intelligence; kinematics; sprinting
Liittyvät organisaatiot
OKM-raportointi: Kyllä
VIRTA-lähetysvuosi: 2024
Alustava JUFO-taso: 1
