Project-MONAI / Project-MONAI/MONAI
GlobalMutualInformationLoss goes to -inf
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- Dominant language
- Python
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Description
GlobalMutualInformationLoss returned -inf during training in my multi-model MRI image registration with VoxelMorph, which led to the failure of training. GlobalMutualInformationLoss was constructed with default parameters. What caused the issue and What can be done to deal with it?
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 with the GlobalMutualInformationLoss entry point and its default parameters, then reproduce the reported multi-model MRI image-registration training setup with VoxelMorph. Investigate why the loss becomes -inf and identify a supported way to prevent or handle that failure during training.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python, pytorch
- Domain
- computer-vision, machine-learning
- Issue type
- Bug
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100