lightly-ai / lightly-ai/lightly
New SSL algorithm called SparK: Sparse and Hierarchical masKed modeling
Open
@johnsutor is already working on this.
Since Jan 29, 2024.
feature request
- Dominant language
- Python
- Stars
- 3.8k
- Forks
- 367
- Avg merge
- 3d 22h
- Merged PRs (30d)
- 5
Description
It would be great if this new MAE-style method called SparK was introduced to lightly.
Paper: https://arxiv.org/abs/2301.03580 featured in ICLR'23 Spotlight
Code: https://github.com/keyu-tian/SparK
It was successfully applied to medical image applications, as documented in this Nature paper:
https://github.com/Wolfda95/SSL-MedicalImagining-CL-MAE/tree/main
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.
Assessment
This issue has not been assessed yet.