Imageomics / Imageomics/pybioclip
How to address updating original BioCLIP Model
- Dominant language
- Python
- Stars
- 67
- Forks
- 14
- PR merge metrics
- No merged PRs in 30d
Description
We're going to update the original [BioCLIP model](https://huggingface.co/imageomics/bioclip) to use a corrected taxonomy (retrained with [TreeOfLife-10M](https://huggingface.co/datasets/imageomics/TreeOfLife-10M), just with the taxonomy aligned through TaxonoPy). Updating the model weights on the existing repository will change the results of pybioclip for earlier versions (see the discussion in #111, where we discussed challenges in using a particular revision, limits of our settled approach are shown in #113).
We could optionally release a patch for the v1 series (where original BioCLIP is the default) that allows a workaround to at least report the model version.
Contributor guide
No contributing guide indexed for this repository
Research direction
Start by reading the discussion in #111 and the limits described in #113, then inspect how the v1 series selects the original BioCLIP model and reports its version. Done means reaching agreement on the model-update or patch approach and defining how earlier results and model versions will be identified.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100