MONAI
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Project-MONAI
AI Toolkit for Healthcare Imaging
Fixes # . ### Description This PR addresses a TODO in `monai/metrics/active_learning_metrics.py` by making the `y` argument optional in the `ignore_background` utility function. This allows for cleaner code when only...
…nifiedFocalLoss Fixes #8603 . ### Description - Added `use_softmax` argument: Allows the loss function to accept raw logits and handle activation (sigmoid or softmax) internally for better numerical stability. -...
**Is your feature request related to a problem? Please describe.** Many existing metrics for evaluating generative, reconstruction, and harmonization pipelines in medical imaging, e.g. those based on neural representations, lack...
Fixes #8540 . ### Description This PR updates the docstring of monai.networks.blocks.Warp to clarify that mode='nearest' results in zero gradients almost everywhere, effectively blocking gradient flow in registration training. ###...
**Describe the bug** Currently, models are hosted in Google Drive and once the number of downloads hits the limit, the networks cannot be pulled. **To Reproduce** Steps to reproduce the...
https://github.com/Project-MONAI/MONAI/security/advisories/GHSA-89gg-p5r5-q6r4 I have submitted this security review. May I ask if you can view it?
Fixes #8540 . ### Description This is a work-in-progress PR to extend VoxelMorph.forward for optional label (moving_seg, fixed_seg, keypoints) support, enabling semi-supervised deformable image registration. ### Current State No functional...
Torchscript is now fully deprecated in Pytorch 2.9. We should investigate converting usage in MONAI of `torch.jit` over to `torch.export`. Not all features and behaviours are supported as it is...
