IDEAS home Printed from https://ideas.repec.org/a/wly/jnlamp/v2022y2022i1n9965764.html

Motion Feature Retrieval in Basketball Match Video Based on Multisource Motion Feature Fusion

Author

Listed:
  • Biao Ma
  • Minghui Ji

Abstract

Both the human body and its motion are three‐dimensional information, while the traditional feature description method of two‐person interaction based on RGB video has a low degree of discrimination due to the lack of depth information. According to the respective advantages and complementary characteristics of RGB video and depth video, a retrieval algorithm based on multisource motion feature fusion is proposed. Firstly, the algorithm uses the combination of spatiotemporal interest points and word bag model to represent the features of RGB video. Then, the directional gradient histogram is used to represent the feature of the depth video frame. The statistical features of key frames are introduced to represent the histogram features of depth video. Finally, the multifeature image fusion algorithm is used to fuse the two video features. The experimental results show that multisource feature fusion can greatly improve the retrieval accuracy of motion features.

Suggested Citation

  • Biao Ma & Minghui Ji, 2022. "Motion Feature Retrieval in Basketball Match Video Based on Multisource Motion Feature Fusion," Advances in Mathematical Physics, John Wiley & Sons, vol. 2022(1).
  • Handle: RePEc:wly:jnlamp:v:2022:y:2022:i:1:n:9965764
    DOI: 10.1155/2022/9965764
    as

    Download full text from publisher

    File URL: https://doi.org/10.1155/2022/9965764
    Download Restriction: no

    File URL: https://libkey.io/10.1155/2022/9965764?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ibai Errekagorri & Julen Castellano & Ibon Echeazarra & Carlos Lago-Peñas, 2020. "The effects of the Video Assistant Referee system (VAR) on the playing time, technical-tactical and physical performance in elite soccer," International Journal of Performance Analysis in Sport, Taylor & Francis Journals, vol. 20(5), pages 808-817, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Aratz Olaizola & Ibai Errekagorri & Elsa Fernández & Julen Castellano & John Suckling & Karmele Lopez-de-Ipina, 2025. "Predicting female football outcomes by machine learning: behavioural analysis of goals as high stress events," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-10, December.
    2. Kim, Chang Hyun & Lee, Kyung Yul & Kwon, Young Sun, 2022. "Does the Video Assistant Referee (VAR) technology mitigate referee bias in professional football leagues?," 31st European Regional ITS Conference, Gothenburg 2022: Reining in Digital Platforms? Challenging monopolies, promoting competition and developing regulatory regimes 265643, International Telecommunications Society (ITS).
    3. José C. Ponce-Bordón & David Lobo-Triviño & Ana Rubio-Morales & Roberto López del Campo & Ricardo Resta & Miguel A. López-Gajardo, 2022. "The Effect of the Video Assistant Referee System Implementation on Match Physical Demands in the Spanish LaLiga," IJERPH, MDPI, vol. 19(9), pages 1-7, April.
    4. María Luisa Martín Sánchez & José M. Oliva-Lozano & Jorge García-Unanue & Peter Krustrup & Jose Luis Felipe & Víctor Moreno-Pérez & Leonor Gallardo & Javier Sánchez-Sánchez, 2022. "Association between Fitness Level and Physical Match Demands of Professional Female Football Referees," IJERPH, MDPI, vol. 19(17), pages 1-10, August.
    5. Mungan Murat C., 2025. "Optimal Real-Time Review Standards: Implications for Law Enforcement and Competitive Games," Review of Law & Economics, De Gruyter, vol. 21(3), pages 579-595.
    6. Tommy Hamsund & Nicolas Scelles, 2021. "Fans’ Perceptions towards Video Assistant Referee (VAR) in the English Premier League," JRFM, MDPI, vol. 14(12), pages 1-16, November.
    7. Abraham García-Aliaga & Moisés Marquina & Ignacio Refoyo Román & Diego Muriarte Solana & Juan A. Piñero Madrona & Roberto López del Campo & Fabio Nevado Garrosa & Daniel Mon-López, 2022. "COVID-19 Confinement Effects on Game Actions during Competition Restart in Professional Soccer Players," IJERPH, MDPI, vol. 19(7), pages 1-11, April.
    8. Camilo Abbate & Jeffrey Cross & Richard Uhrig, 2025. "Video assistant referee and home field advantage: Implications for referee bias," Southern Economic Journal, John Wiley & Sons, vol. 91(3), pages 1176-1196, January.
    9. Eduard Pons & José Carlos Ponce-Bordón & Jesús Díaz-García & Roberto López del Campo & Ricardo Resta & Xavier Peirau & Tomas García-Calvo, 2021. "A Longitudinal Exploration of Match Running Performance during a Football Match in the Spanish La Liga: A Four-Season Study," IJERPH, MDPI, vol. 18(3), pages 1-10, January.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:jnlamp:v:2022:y:2022:i:1:n:9965764. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://onlinelibrary.wiley.com/journal/3197 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.