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README-Leaderboards.md

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Home     |     Data format     |     Data splits     |     Downloads     |     Data loader     |     Challenges     |    


Leaderboard

The leaderboard is for the global tracking of model performance on the datasets:

  1. CholecT50 : view
  2. CholecT50 (challenge - recognition) : view
  3. CholecT50 (challenge - detection) : view
  4. CholecT50 (cross-val): view
  5. CholecT45 (cross-val): view
  6. CholecT40 : view

Inclusion in the leaderboard

Published and arXiv papers following any of the official data splits [1] will be automatically updated on the leaderboard by paperswithcode.

  • Ensure you specify the correct variant of the dataset used and follow the official split.
  • Ensure you compare your method with only the results from methods evalauted on the same variant of the dataset.


References

  • [1] C.I. Nwoye, N. Padoy. Data Splits and Metrics for Benchmarking Methods on Surgical Action Triplet Datasets. arXiv PrePrint arXiv:2204.05235. 2022.

    @article{nwoye2022data,
      title={Data Splits and Metrics for Benchmarking Methods on Surgical Action Triplet Datasets},
      author={Nwoye, Chinedu Innocent and Padoy, Nicolas},
      journal={arXiv preprint arXiv:2204.05235},
      year={2022}
    }
    

    Read on ArXiv