⚽ OpenSportsLib Localization Model (E2E)

πŸ“Œ Overview

This model is a video-based localization model built using the OpenSportsLib, designed for soccer action localization.

  • Task: Action Spotting / Localization
  • Architecture: E2E
  • Backend: Dali
  • Library: OpenSportsLib
  • Input: Video clips (224p)

πŸ“‚ Dataset

Training Dataset

This model is trained on the SoccerNet – Ball Action Spotting 2023 (2 classes):

πŸ‘‰ https://huggingface.co/datasets/OpenSportsLab/soccernetpro-localization-snbas/tree/224p-2023

  • Domain: Soccer video understanding
  • Task: Action Spotting
  • Modality: Video
  • Classes: [PASS, DRIVE]

πŸ“Š Benchmark Results

Metric Score
tight mAP 71.48
loose mAP 85.62

πŸ”§ Using with OpenSportsLib

For more details about OpenSportsLib visit the below link

πŸ‘‰ Github - https://github.com/OpenSportsLab/opensportslib

πŸ‘‰ PyPi - https://pypi.org/project/opensportslib/

πŸ‘‰ Documentations - https://opensportslab.github.io/opensportslib/

Import the library

import opensportslib
print("OpenSportsLib imported successfully")

Run inference

from opensportslib.apis import LocalizationModel

my_model = LocalizationModel(
    config="/path/to/localization.yaml",
πŸ‘‰   weights="OpenSportsLab/OSL-loc-snbas-2023-e2e",
)

predictions = my_model.infer(
    test_set="/path/to/test.json",
)

saved_predictions = my_model.save_predictions(
    output_path="/path/to/predictions.json",
    predictions=predictions,
)

metrics = my_model.evaluate(
    test_set="/path/to/test.json",
    predictions=saved_predictions,
)

print(metrics)

πŸ“œ License

  • Open source license: AGPL 3.0 for research, academic, and community use.

  • Commercial license: For proprietary or commercial deployment, please contact the project maintainers.

__

πŸ“Ž Citation

@misc{opensportslib_e2e_localization_snbas_2023,
  title={OpenSportsLib Localization E2E SNBAS 2023},
  author={OpenSportsLab},
  year={2026},
  howpublished={https://huggingface.co/OpenSportsLab/oslib-e2e-localization-snbas-2023}
}

πŸ™ Acknowledgements

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