Soccer Field Computer Vision Project

Leslie Nguyen

Updated 2 years ago

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Description

Here are a few use cases for this project:

  1. Sports Analytics: This model can be used for advanced sports analytics by identifying distinct players on the soccer field. It can track players' movements, quantify their speed, and analyze their positions to provide insights that could improve team strategies and performance.

  2. Broadcast enhancements: Real-time integration with live sports broadcasts can help provide viewers a more enriching experience. The model could generate real-time graphics overlay such as highlighting specific players or demonstrating player trajectories and paths.

  3. Player Training: Coaches can leverage it for more focused training of players. It can offer insights into how a player moves, behaves, and positions themselves during a game, pointing out areas of improvement or strengths.

  4. Game Highlights Creation: Media companies can use the soccer field model to automatically generate game highlights based on player activities and movements, saving countless hours sifting through footage.

  5. Automated Surveillance and Security: During large scale soccer events, the model can assist in crowd and behavior management by tracking individuals who might be disrupting the game (e.g., streakers or people invading the pitch) for improving the security response.

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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{
                            soccer-field-3kpcg_dataset,
                            title = { Soccer Field Dataset },
                            type = { Open Source Dataset },
                            author = { Leslie Nguyen },
                            howpublished = { \url{ https://universe.roboflow.com/leslie-nguyen/soccer-field-3kpcg } },
                            url = { https://universe.roboflow.com/leslie-nguyen/soccer-field-3kpcg },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { may },
                            note = { visited on 2024-12-22 },
                            }
                        
                    

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