Project-MONAI / Project-MONAI/MONAI
Implementation of boundary-aware shape loss
Nobody has claimed this yet.
- Dominant language
- Python
- Stars
- 8.7k
- Forks
- 1.6k
- Avg merge
- 5d 1h
- Merged PRs (30d)
- 20
Description
Is your feature request related to a problem? Please describe.
I would like to have the shape-aware loss from Huang et al., 2021 implemented in MONAI.
Describe the solution you'd like
I would like to have something like a ShapeLoss class that implements the loss described in the paper or a variation of it.
Describe alternatives you've considered
I've implemented it myself, and am creating this issue to link it to my PR.
Additional context
N.A.
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
No MONAI file, test, or entry point is named. Start by reading Huang et al. (2021) and the requested ShapeLoss behavior; done means a MONAI implementation of the paper's boundary-aware shape loss, or a clearly documented variation, is available.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python, pytorch
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100