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Name	Modified	Size	InfoDownloads / Week
Parent folder
1.6.0 source code.tar.gz	2026-06-08	16.0 MB	3
1.6.0 source code.zip	2026-06-08	17.2 MB	2
README.md	2026-06-08	22.3 kB	0
Totals: 3 Items		33.2 MB	5

What's Changed

Update citation for 1.5.1 by @KumoLiu in https://github.com/Project-MONAI/MONAI/pull/8582
Bump actions/download-artifact from 4 to 5 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8590
Bump actions/checkout from 4 to 5 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8588
Bump actions/setup-python from 5 to 6 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8589
8564 fourier positional encoding by @NabJa in https://github.com/Project-MONAI/MONAI/pull/8570
Include more-itertools in build env by @KumoLiu in https://github.com/Project-MONAI/MONAI/pull/8611
Bump peter-evans/create-or-update-comment from 4 to 5 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8612
Bump actions/download-artifact from 5 to 6 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8614
Bump actions/upload-artifact from 4 to 5 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8615
Bump github/codeql-action from 3 to 4 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8616
added ReduceTrait and FlattenSequence by @lukas-folle-snkeos in https://github.com/Project-MONAI/MONAI/pull/8531
Fix box_iou returning 0 for floating-point results less than 1. [#8369] by @reworld223 in https://github.com/Project-MONAI/MONAI/pull/8553
8620 ModuleNotFoundError: No module named \'onnxscript\' in test-py3x (3.11) pipeline by @garciadias in https://github.com/Project-MONAI/MONAI/pull/8621
timestep scheduling with np.linspace by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8623
Correct H&E stain ordering heuristic in ExtractHEStains by @iyassou in https://github.com/Project-MONAI/MONAI/pull/8551
feat: add activation checkpointing to unet by @ferreirafabio80 in https://github.com/Project-MONAI/MONAI/pull/8554
Fix index using tuple for image cropping operation by @johnzielke in https://github.com/Project-MONAI/MONAI/pull/8633
Fix [#8599]: Add track_meta and weights_only arguments to PersistentDataset for MetaTensor support. by @mccle in https://github.com/Project-MONAI/MONAI/pull/8628
Update documentation links by @KumoLiu in https://github.com/Project-MONAI/MONAI/pull/8637
Fix [#8350]: Clarify LocalNormalizedCrossCorrelationLoss docstring by @engmohamedsalah in https://github.com/Project-MONAI/MONAI/pull/8639
8620 modulenotfounderror no module named onnxscript in test py3x 311 pipeline by @garciadias in https://github.com/Project-MONAI/MONAI/pull/8638
Generate heatmap transforms by @eclipse0922 in https://github.com/Project-MONAI/MONAI/pull/8579
Added an optional_import check for onnxruntime and applied the @unitt… by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8641
Bump peter-evans/slash-command-dispatch from 4.0.0 to 5.0.0 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8650
Bump al-cheb/configure-pagefile-action from 1.4 to 1.5 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8648
Bump actions/checkout from 4 to 6 by @dependabot[bot] in https://github.com/Project-MONAI/MONAI/pull/8649
resolves CI's drive-out-of-space by prune caching and use torch fro CPU by @Borda in https://github.com/Project-MONAI/MONAI/pull/8673
Consolidating Version Bumps by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8681
Fix Zip Slip vulnerability in NGC private bundle download by @yueyueL in https://github.com/Project-MONAI/MONAI/pull/8682
Fix channel-first indices buffer for distance_transform_edt (return_indices=True) [#8656] by @alexanderjaus in https://github.com/Project-MONAI/MONAI/pull/8657
Fix missing closing parenthesis in SSIM formula documentation by @Marshall-mk in https://github.com/Project-MONAI/MONAI/pull/8661
Replace pyupgrade with builtin Ruff's UP rule by @Borda in https://github.com/Project-MONAI/MONAI/pull/8606
Rename NormalizeLabelsInDatasetd to RemapLabelsToSequentiald and fix label ordering bug by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8680
Adding What's New Page for 1.5.2 Release by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8720
Update base image to 25.12 by @KumoLiu in https://github.com/Project-MONAI/MONAI/pull/8738
Fixes typo by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8709
Fix dead code and logic error by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8714
Fix flake8 format in PatchEmbeddingBlock by @KumoLiu in https://github.com/Project-MONAI/MONAI/pull/8742
Fix network_type docstring formatting in PerceptualLoss by @aman0311x in https://github.com/Project-MONAI/MONAI/pull/8670
Update pre-commit hooks to latest versions by @Borda in https://github.com/Project-MONAI/MONAI/pull/8693
Fixes several typos by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8712
"Transfroms" -> "Transforms" (typo fix in test_nvtx_transform.py) by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8711
Fix docstring typos across codebase by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8688
docs: add differentiability warning for Warp with mode='nearest' by @Kheil-Z in https://github.com/Project-MONAI/MONAI/pull/8629
Complete replace flake8 with ruff and update rules by @Borda in https://github.com/Project-MONAI/MONAI/pull/8694
Fix AutoencoderKlMaisi forcing CUDA transfer on CPU inputs by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8736
Modernize build commands for setuptools 80+ compatibility by @engmohamedsalah in https://github.com/Project-MONAI/MONAI/pull/8728
feat(metrics): Add MAPEMetric for regression evaluation. by @akshatsinha0 in https://github.com/Project-MONAI/MONAI/pull/8686
Fix type hint for image reader by @Kirscher in https://github.com/Project-MONAI/MONAI/pull/8646
Weights in alpha for FocalLoss by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8665
Replace yesqa hook from pre-commit configuration with Ruff's RUF100 by @Borda in https://github.com/Project-MONAI/MONAI/pull/8692
fix(metrics): Corrected dimension count in MS-SSIM error message for 3D images. by @akshatsinha0 in https://github.com/Project-MONAI/MONAI/pull/8685
ENH: support additional dtypes in pad_nd by @shubham-61969 in https://github.com/Project-MONAI/MONAI/pull/8672
Update the docstrings to match the actual code defaults by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8701
Fix [#8366]: Add strict shape validation to sliding_window_inference by @mattlin1124 in https://github.com/Project-MONAI/MONAI/pull/8645
fix: support decollate for numpy scalars by @arthurdjn in https://github.com/Project-MONAI/MONAI/pull/8470
Update ['pixdim'] after Spacing transform in meta dict. by @slicepaste in https://github.com/Project-MONAI/MONAI/pull/8269
Generalize TestTimeAugmentation to non-spatial predictions by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8715
docs: clarify backward mapping logic for RandAffine and RandAffined by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8730
Add 3D support and confusion matrix output to PanopticQualityMetric by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8684
Change tuple() to () for slightly improved performance in trt_compiler.py by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8749
Fix incorrect docstring defaults for DiffusionModelUNet by @eitag-uni in https://github.com/Project-MONAI/MONAI/pull/8571
fix(losses): add missing docstring entries for default parameters by @yushiran in https://github.com/Project-MONAI/MONAI/pull/8755
Fix batch size broadcasting bug in GeneralizedWassersteinDiceLoss by @hongjie-qiu in https://github.com/Project-MONAI/MONAI/pull/8744
Add CalibrationErrorMetric and CalibrationError handler by @theo-barfoot in https://github.com/Project-MONAI/MONAI/pull/8707
Fix GEGLU docstring: Sigmoid -> GELU by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8696
Fix the computation of the crop region end index by @AndersMollgaard in https://github.com/Project-MONAI/MONAI/pull/7825
Support MIG UUID and respect CUDA_VISIBLE_DEVICES in nnUNetV2Runner by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8716
Adjust execution order of activation and masking in MaskedDiceLoss by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8704
Fft cleanup/update by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8762
Fix using a non-tuple sequence for multidimensional indexing that wil… by @aarpon in https://github.com/Project-MONAI/MONAI/pull/8732
Docker Slim Image by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8640
Remove unused n_dims parameter from Fourier.inv_shift_fourier by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8766
Add package in requirement file resolve the Module Not Found Error by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8792
Deploy Script Update by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8745
Replace deprecated cuda.cudart with cuda.bindings.runtime. by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8790
Fix Invertd by @eclipse0922 in https://github.com/Project-MONAI/MONAI/pull/8651
Fixing SSIM Test Method Names by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8746
Add missing channel_wise parameter to RandScaleIntensityFixedMean by @engmohamedsalah in https://github.com/Project-MONAI/MONAI/pull/8741
Add GradientAccumulation utility for SupervisedTrainer by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8763
Fix [#8340]: Remove incorrect minus sign in rotate_range documentation by @yunhaoli24 in https://github.com/Project-MONAI/MONAI/pull/8773
Prevent implicit conversion of metatensor to numpy array by @sudomakeinstall in https://github.com/Project-MONAI/MONAI/pull/8654
Enhance ExtractDataKeyFromMetaKeyd to work with MetaTensor by @haoyu-haoyu in https://github.com/Project-MONAI/MONAI/pull/8772
Add MCC loss by @kakumarabhishek in https://github.com/Project-MONAI/MONAI/pull/8785
Fixes [#8697] GPU memory leak by checking both image and label tensors for CUDA device by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8708
8800 potentially wrong device using cuda variable status in monaiauto3dseganalyzerpy by @garciadias in https://github.com/Project-MONAI/MONAI/pull/8801
Follow-up for Fixing SSIM Test Method Names by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8750
Use [] and {} instead of list() and dict() by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8748
Slightly improve performance in engines/utils.py by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8747
Use {} for better performance in dict() by @benediktjohannes in https://github.com/Project-MONAI/MONAI/pull/8751
Adding pybind11 explicitly by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8814
Fix compute_shape_offset non-tuple indexing for PyTorch >=2.9 by @Harrisaint in https://github.com/Project-MONAI/MONAI/pull/8776
Fix [#8775]: handle torch.Tensor input in compute_shape_offset by @williams145 in https://github.com/Project-MONAI/MONAI/pull/8812
Fix make_gaussian_kernel truncated parameter unit mismatch (#8780) by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8781
Fix incorrect truncated parameter in make_gaussian_kernel causing corrupted LocalNormalizedCrossCorrelationLoss by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8783
fix(autoencoderkl): handle proj_attn→out_proj key mapping in load_old_state_dict by @ytl0623 in https://github.com/Project-MONAI/MONAI/pull/8786
Add spatial shape constraint docs and test for SwinUNETR (#6771) by @Cado87 in https://github.com/Project-MONAI/MONAI/pull/8817
Replace direct np.random.* calls with np.random.RandomState instances by @haoyu-haoyu in https://github.com/Project-MONAI/MONAI/pull/8798
Excluded from MANIFEST.in and setup.py tests folder and subfolders. by @ffvogmv in https://github.com/Project-MONAI/MONAI/pull/8807
Add support for configurable GD-enhancing tumor label in ConvertToMul… by @AbdoMis in https://github.com/Project-MONAI/MONAI/pull/8779
Fix memory leak in optional_import traceback handling by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8782
Fix TrainableBilateralFilter 3D input validation (#7444) by @getrichthroughcode in https://github.com/Project-MONAI/MONAI/pull/8729
Fix: swap input_amplitude and target_amplitude in JukeboxLoss.forward by @Zeesejo in https://github.com/Project-MONAI/MONAI/pull/8821
Docs: add spatial shape constraints to SegResNetDS docstring by @Talhax55z in https://github.com/Project-MONAI/MONAI/pull/8797
Fix: handle precomputed crops and safe no-grad cleanup in auto3dseg by @bluehyena in https://github.com/Project-MONAI/MONAI/pull/8803
Refactor download_url test into TestDownloadUrl class by @e-mny in https://github.com/Project-MONAI/MONAI/pull/8829
Add EmbeddingCollapseMetric: detect representational collapse in medi… by @ekansh-arora0 in https://github.com/Project-MONAI/MONAI/pull/8815
Fix multi-axis shear transform to compose individual shear matrices by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8778
7951 anchors are not centered on grid cells by @hachoj in https://github.com/Project-MONAI/MONAI/pull/8475
fix(apps/nuclick): replace np.random.choice with self.R.choice in Add… by @Zeesejo in https://github.com/Project-MONAI/MONAI/pull/8836
fix: use register_buffer for kernel and kernel_vol in LocalNormalizedCrossCorrelationLoss by @Zeesejo in https://github.com/Project-MONAI/MONAI/pull/8818
Add parameter to DiceMetric and DiceHelper classes by @VijayVignesh1 in https://github.com/Project-MONAI/MONAI/pull/8774
Enable global coordinates in spatial crop transforms by @emanuilo in https://github.com/Project-MONAI/MONAI/pull/8794
Avoid eager C-order copy in NibabelReader (fixes [#8107]) by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8825
Refactoring min-dep tests by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8561
Fix incomplete activation validation in HausdorffDTLoss by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8841
Fix [#8442]: pass meta_data to EnsureChannelFirst when track_meta is False by @williams145 in https://github.com/Project-MONAI/MONAI/pull/8835
Fix align_corners mismatch in AffineTransform by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8690
Fix nested Compose map_items in forward and inverse paths by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8787
fix: replace set_track_meta with F.interpolate in RandSimulateLowResolution (#8409) by @chhayankjain in https://github.com/Project-MONAI/MONAI/pull/8837
Feature added: Get WSI at mpp by @NikolasSchmitz in https://github.com/Project-MONAI/MONAI/pull/7574
Replace pickle with JSON in Auto3DSeg algo serialization by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8695
docs: add missing docstrings, Raises sections, and fix Args in networ… by @chhayankjain in https://github.com/Project-MONAI/MONAI/pull/8850
docs: fix docstring parameter name, add missing Args and Raises secti… by @chhayankjain in https://github.com/Project-MONAI/MONAI/pull/8849
4609: Add AUC-Margin Loss for AUROC optimization by @shubham-61969 in https://github.com/Project-MONAI/MONAI/pull/8719
Replace BaseException with Exception across codebase by @AlexanderSanin in https://github.com/Project-MONAI/MONAI/pull/8859
Add nested dot-notation access to ConfigParser (#6837) by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8858
Fix: make y optional in ignore_background by @Kirscher in https://github.com/Project-MONAI/MONAI/pull/8647
Fix [#8239]: Enhance SoftclDiceLoss and SoftDiceclDiceLoss with DiceLoss-compatible API by @aymuos15 in https://github.com/Project-MONAI/MONAI/pull/8703
8627 perceptual loss errors out after hitting the maximum number of downloads by @virginiafdez in https://github.com/Project-MONAI/MONAI/pull/8652
8587 test erros on pytorch release 2508 on series 50 by @garciadias in https://github.com/Project-MONAI/MONAI/pull/8770
Further CICD Cleanup by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8867
fix: only instantiate CrossAttentionBlock when with_cross_attention=True by @chhayankjain in https://github.com/Project-MONAI/MONAI/pull/8848
Make get_norm_layer repr test tolerant of PyTorch bias= field by @hjmjohnson in https://github.com/Project-MONAI/MONAI/pull/8880
fix(networks): replace Tensor | None with Optional[Tensor] for TorchScript compatibility by @AlexanderSanin in https://github.com/Project-MONAI/MONAI/pull/8879
Register GlobalMutualInformationLoss bin_centers as buffer by @ugbotueferhire in https://github.com/Project-MONAI/MONAI/pull/8869
Fix For ghsa-rghg-q7wp-9767 by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8885
Adding allow_pickle argument by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8875
CodeQL and GPU Actions Update by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8883
Minor Fixes From Testing 1.6 by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8897
Release 1.6 Doc Updates by @ericspod in https://github.com/Project-MONAI/MONAI/pull/8882