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AI Toolkit for Healthcare Imaging

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``` ====================================================================== ERROR: test_onnx_export_0_True (tests.networks.test_bundle_onnx_export.TestONNXExport.test_onnx_export_0_True) ---------------------------------------------------------------------- Traceback (most recent call last): File "/home/runner/work/MONAI/MONAI/tests/test_utils.py", line 840, in command_line_tests normal_out = subprocess.run(cmd, env=test_env, check=True, capture_output=True) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/hostedtoolcache/Python/3.11.14/x64/lib/python3.11/subprocess.py", line 571, in run...

bug

Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5. Release notes Sourced from actions/checkout's releases. v5.0.0 What's Changed Update actions checkout to use node 24 by @​salmanmkc in actions/checkout#2226 Prepare v5.0.0 release by...

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**Describe the bug** The `convert_to_channel_last` method of the `ImageWriter` class implicitly converts `data` from a `MetaTensor` to an `ndarray` [here](https://github.com/Project-MONAI/MONAI/blob/dev/monai/data/image_writer.py#L327): data = np.squeeze(data, -1) This causes downstream issues elsewhere. For...

simplify the lintong and reduce the number of used tools to increase consistency without any formatting loss ### Description A few sentences describing the changes proposed in this pull request....

Adds RandNonCentralChiNoise and RandNonCentralChiNoised, which generalize Rician noise to k degrees of freedom. Standard brain MRI typically uses 32 (or more) quadrature coils, so accurate noise simulation requires this modification,...

**Describe the bug** run LoadImage report error Traceback (most recent call last): File "/home/zhengwenjun/pycharm-2025.2.4/plugins/python-ce/helpers/pydev/pydevconsole.py", line 364, in runcode coro = func() File "", line 1, in File "/home/zhengwenjun/.conda/envs/report_generation/lib/python3.10/site-packages/monai/transforms/io/array.py", line 274,...

**Please use MONAI's Discussions tab** For questions relating to MONAI usage, please do not create an issue. Instead, use [MONAI's GitHub Discussions tab](https://github.com/Project-MONAI/MONAI/discussions). This can be found next to Issues...

Transformerblock This PR improves the initialization logic of TransformerBlock by adding conditional layer creation for cross-attention. Previously, the cross-attention components (norm_cross_attn and cross_attn) were always initialized, even when with_cross_attention=False. This...

Fixes # monai/networks/blocks/transformerblock.py ### Description When "with_cross_attention==False", there is no need to initialize "CrossAttentionBlock" in "__init__"; otherwise, it will introduce unnecessary parameters to the model and may potentially cause some...

Fixes #7334 . ### Description This PR adds batch processing support for saliency methods (e.g., VanillaGrad) in MONAI. ### Types of changes - [x] Non-breaking change (fix or new feature...