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Can't we do better than destroy the entire classification head when the annotations don't match? #798

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bw4sz opened this issue Oct 1, 2024 · 0 comments
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Ideas for Machine Learning! These are machine learning ideas and papers that could be useful for DeepForest models. High level.

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bw4sz commented Oct 1, 2024

I think we can provide users with more insight than just a random instantiation of the backbone when we are running multi-class and retraining to add new labels.

https://deepforest.readthedocs.io/en/latest/advanced_features/multi_species.html

We could grab the classification head from the release model. We could get just the top layers. I think this was one of the workarounds we identified and then didn't return to.

@bw4sz bw4sz added the Ideas for Machine Learning! These are machine learning ideas and papers that could be useful for DeepForest models. High level. label Oct 1, 2024
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