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OOD Detection using COOD #493

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rajeshgangireddy
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This PR adds :

  • An COOD model module. Contains all the required utils as well.
  • An OODTrigger that can be added to the post inference hook.
  • A notebook which uses COOD and the OOD Trigger.

@rajeshgangireddy rajeshgangireddy marked this pull request as draft September 10, 2024 17:45
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Keeping it as Draft.

TODO :

Notebook is not fully there. Needs some comments and descriptions
COOD model requires some clean up.

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@ljcornel ljcornel left a comment

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Hey Rajesh, many thanks for the PR. I haven't looked at the notebook yet, the rest of the pr looks good though. I do feel that the 'COODModel' class is pretty cluttered, I think it would be better to split this up into two classes: The 'COODModel' which handles the data preprocessing and prediction, and a new 'OODTrainer' class that interacts with Geti, creates the deployment, pulls the data and prepares it for training. The 'OODTrainer' could output the 'COODModel' as a result of its 'train' method. This would make the feature more modular, rather than putting all the responsibilities in a single class. What do you think?

geti_sdk/detect_ood/ood_model.py Outdated Show resolved Hide resolved
geti_sdk/detect_ood/ood_model.py Outdated Show resolved Hide resolved
geti_sdk/detect_ood/ood_model.py Outdated Show resolved Hide resolved
self._thresholds_prefix + threshold_name
]

def _train_cood_hpo(
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It looks like this is not used at the moment?

@rajeshgangireddy rajeshgangireddy force-pushed the rgangire/ood_detection_trigger branch from 5937026 to 8f2af0a Compare October 24, 2024 13:10
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2 participants