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Does this model have a model card? #6

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metazool opened this issue Jul 11, 2024 · 1 comment
Open

Does this model have a model card? #6

metazool opened this issue Jul 11, 2024 · 1 comment

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@metazool
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https://sci.vision/#/model/resnet50-plankton

This is fairly minimal, I wondered if there was a model card available that went into a bit more detail about

  • Training data, augmentation and preprocessing methods
  • Training metrics, losses, number of epochs, etc
  • Intended uses and uses to avoid

I tried using this model to extract vector embeddings for similarity search here NERC-CEH/plankton_ml#5 and the results seemed promising, but the model interpretations i tried making in NERC-CEH/plankton_ml#6 were completely inconclusive, it's at this point I would have been very interested to read a model card as part of the scivision distribution

@acocac
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acocac commented Jul 11, 2024

@metazool thanks for your interest in the model. You can find further details of the research in the Data Study Group report. Note the shared model is only for binary classification, so it's restricted to the taxonomy level, copepod / non-copepod. Please refer to the report for further limitations.

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