action classification Computer Vision Project

volleyballanalysis

Updated a year ago

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Classes (5)
decoy
else
serve
spike_and_block
toss

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Description

Here are a few use cases for this project:

  1. Sports Analytics: The "action classification" model can be beneficial in analyzing players' performances in volleyball or related sports. It could assess the techniques used by players, thus helping coaches to make strategic decisions.

  2. Broadcasting & Media Coverage: This model could be utilized by sports broadcasting or media companies to provide more in-depth, real-time analysis of volleyball games. Automated identifications of actions could enhance viewer experiences by enriching commentary and enabling advanced visual effects.

  3. Sports Training Apps: Mobile or desktop training apps for aspiring volleyball players can incorporate this computer vision model to provide users with real-time feedback on their action class, helping them improve their skills effectively.

  4. Injury Prevention and Rehabilitation: Physiotherapists and fitness trainers can employ this model to monitor athletes' actions during practice or actual games. It could provide insights into anomalies or wrong techniques that may lead to injury, facilitating proactive preventive measures.

  5. Automated Refereeing: In sports competitions, especially in amateur leagues where expert referees may not always be available, the model can be deployed to act as an automated referee system that ensures all rules are adhered to by identifying all action categories during the game.

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Cite This Project

LICENSE
CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        @misc{
                            action-classification-rgm9d_dataset,
                            title = { action classification Dataset },
                            type = { Open Source Dataset },
                            author = { volleyballanalysis },
                            howpublished = { \url{ https://universe.roboflow.com/volleyballanalysis/action-classification-rgm9d } },
                            url = { https://universe.roboflow.com/volleyballanalysis/action-classification-rgm9d },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { oct },
                            note = { visited on 2024-11-21 },
                            }