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Explore bioclip for crop model backbone #899

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bw4sz opened this issue Jan 24, 2025 · 0 comments
Open

Explore bioclip for crop model backbone #899

bw4sz opened this issue Jan 24, 2025 · 0 comments

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@bw4sz
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bw4sz commented Jan 24, 2025

As part of the larger effort to integrate among different research programs, I think we could use bioclip as the basis for fine-tuning for the cropmodel

https://github.com/Imageomics/bioclip/tree/main

Questions

  1. Would we need to wrap this repo, or a static version inside deepforest.
  2. Add open clip dependency, will this be an issue?
  3. Should be add this as a submodule installation. pip install DeepForest[bioclip]
  4. How does finetuning this versus a simple resnet perform for airborne imagery?

I started down this road in a toy repo here: https://github.com/weecology/BioClip_FieldGuide/blob/5789a7fc023f7cc755cd1700b7a4b90d6e192f83/bioclip_example/FieldGuide.py#L18

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