Project-MONAI / Project-MONAI/MONAI
Add ConvNeXt model architecture
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- Dominant language
- Python
- Stars
- 8.7k
- Forks
- 1.6k
- Avg merge
- 5d 1h
- Merged PRs (30d)
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Description
Hi,
Is there any interest in adding the ConvNeXt architecture to MONAI? It is a modern version of a ConvNet using current best practices based on this paper: https://arxiv.org/abs/2201.03545.
The code for ConvNeXt are available here: https://github.com/facebookresearch/ConvNeXt
If there is interest, I can look into contributing a PR for this architecture.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
The issue names no MONAI files or tests. Read the ConvNeXt paper and the linked reference implementation first, then locate the corresponding model architecture entry points in MONAI; done means ConvNeXt is added as a supported architecture with appropriate project validation.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python, pytorch
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100