Project-MONAI / Project-MONAI/MONAI
Add deep supervision to classification models
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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
Is your feature request related to a problem? Please describe.
I have noticed deep supervision is used in nnunet and it works fine. So I think having it for classification would also be beneficial.
Describe the solution you'd like
I want classificaiton models to have an input argument like deep supervision which DynUnet has to support deep_supervision.
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
Start by locating the classification model entry points and reading DynUNet's existing deep_supervision support. Determine which classification models and interfaces should accept the option, then define the expected supervised outputs and validation needed for the feature to be complete.
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
- Needs clarification
- Newbie friendliness
- 35/100