alan-turing-institute / plankton-cefas-scivision

Example data for applying a pretrained ResNet-50 model to classification of plankton and running this model with the scivision tool
Apache License 2.0
1 stars 4 forks source link

Does this model have a model card? #6

Open metazool opened 4 months ago

metazool commented 4 months ago

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

I tried using this model to extract vector embeddings for similarity search here https://github.com/NERC-CEH/plankton_ml/pull/5 and the results seemed promising, but the model interpretations i tried making in https://github.com/NERC-CEH/plankton_ml/pull/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 commented 4 months ago

@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.