Project-MONAI/model-zoo

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MONAI Model Zoo that hosts models in the MONAI Bundle format.

Stars: 338
Forks: 106
Open beginner issues: 0
Indexed issues: 59

Dominant language: Python
License: Apache-2.0
Last GitHub push: Jul 8, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

Beginner friendly Everything

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59 open issues indexed

Add mindgrab skull-stripping bundle Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#786 · Opened Sep 16, 2026
is this composition of transforms proper way of training a medical anatomy detection model using UNet ? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

Project-MONAI/model-zoo#781 · 1 comment · Opened Apr 20, 2026
Access Request: ADPKD Segmentation Model - UNIFESP Research Project Open

Difficulty 1/5 Under an hour Newbie friendliness 25/100

Project-MONAI/model-zoo#780 · 1 comment · Opened Apr 4, 2026
oir_flatmount_segmentation - Hartnett lab model submission Open

Difficulty 3/5 1-2 days Newbie friendliness 52/100

Project-MONAI/model-zoo#777 · Opened Mar 25, 2026
padding has incorrect dimension for `nn.AvgPool2d`'s `def __init__()` Open

Project-MONAI/model-zoo#776 · 1 comment · 1 assignee · Opened Feb 17, 2026
Add hugging face dependencies in new metadata Open

Difficulty 1/5 Under an hour Newbie friendliness 35/100

Project-MONAI/model-zoo#772 · 1 comment · Opened Nov 5, 2025
Add metadata when using API to retrieve bundles Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

Project-MONAI/model-zoo#770 · 2 comments · Opened Oct 30, 2025
Zoo page cannot be reached Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

Project-MONAI/model-zoo#769 · 3 comments · Opened Oct 29, 2025
Spleen CT Segmentation bundle need to stop using the flipped images (in LPS but passed as in RAS) from Medical Decathlon as input Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#766 · Opened Oct 4, 2025
Modify calls to generative models diffusion model inferers to account for new inferer class Open

Project-MONAI/model-zoo#765 · 1 assignee · Opened Sep 5, 2025
Add Coronary Artery Segmentator Model Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

Project-MONAI/model-zoo#760 · 1 comment · Opened Jul 16, 2025
Use of LLM-Driven Tools to Fix Documentation Error Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

Project-MONAI/model-zoo#753 · Opened Jun 24, 2025
retinalOCT_RPD_segmentation (model submission) Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

Project-MONAI/model-zoo#730 · Opened Mar 10, 2025
UNEST brain segmentation getting noise in the segmentation Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#729 · 6 comments · Opened Feb 25, 2025
Detect non-determinism for some cases on `maisi_ct_generative` bundle Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#717 · 9 comments · Opened Dec 9, 2024
In the project "lung_nodule_ct_detection", how should I determine the size of the nodule? Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

Project-MONAI/model-zoo#715 · 2 comments · Opened Nov 22, 2024
ImportError: 'IgniteInfo' from 'monai.utils' and Compatibility Issues with MONAI v1.4.0+ during Inference Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#714 · Opened Nov 14, 2024
VISTA-3D：About TensorRT speedup Error Open

Difficulty 4/5 3-5 days Newbie friendliness 28/100

Project-MONAI/model-zoo#703 · 1 comment · Opened Oct 24, 2024
Create a template bundle with all features tensorboard, mlflow, dice per label Open

enhancement

Project-MONAI/model-zoo#698 · 3 comments · 1 reaction · 2 assignees · Opened Oct 10, 2024
Detection model in the model zoo, does not support datasets with no nodules Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

Project-MONAI/model-zoo#689 · Opened Oct 3, 2024
MONAI nodule detection model training and handling zero nodule datasets Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#681 · Opened Sep 28, 2024
Update vista3d benchmark details Open

Project-MONAI/model-zoo#666 · 2 assignees · Opened Sep 23, 2024
Use same label dict file for vista3d bundle and tutorial Open

Project-MONAI/model-zoo#664 · 4 comments · 2 assignees · Opened Sep 20, 2024
Can't increase bs for Vista3d bundle finetuning Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#663 · Opened Sep 19, 2024
Add dice per label metric to segmentation bundles Open

Difficulty 3/5 1-2 days Newbie friendliness 42/100

Project-MONAI/model-zoo#660 · Opened Sep 18, 2024
Allow for multiple experiments and runs out of the box Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#659 · Opened Sep 18, 2024
Refactor valve_landmarks bundle using `ApplyTransformToPoints` Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

Project-MONAI/model-zoo#644 · 2 comments · Opened Sep 9, 2024
Support TRT compiler test in the CI test. Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#643 · Opened Sep 9, 2024
verify bundle changes cannot work on part of bundles Open

Project-MONAI/model-zoo#622 · 1 assignee · Opened Aug 16, 2024
checkpoint loader used in bundles cannot support cpu mode Open

Project-MONAI/model-zoo#613 · 1 assignee · Opened Jul 31, 2024
model-zoo error about Breast density classification execute reasoning Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#606 · 5 comments · Opened Jul 25, 2024
wholeBrainSeg_Large_UNEST_segmentation getting noise in the segmentation Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#592 · 1 comment · Opened Jun 6, 2024
brats_mri_segmentation_v0.4.8 run time error Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#591 · 1 comment · Opened Jun 5, 2024
Training and inference on new data for lung nodule detection in ct Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

Project-MONAI/model-zoo#578 · 6 comments · Opened Apr 3, 2024
Use CacheDataset for generative bundles. Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

Project-MONAI/model-zoo#544 · Opened Jan 8, 2024
PRE-PROCESSING QUESTION ABOUT Wholebrainseg large unest segmentation Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#534 · 1 comment · Opened Nov 30, 2023
multi-gpu tensorboard handlers initialization Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#520 · 2 comments · Opened Oct 12, 2023
Model weights should be stored to CPU for all bundles Open

Difficulty 4/5 3-5 days Newbie friendliness 38/100

Project-MONAI/model-zoo#518 · 2 comments · Opened Oct 11, 2023
TypeError when using lung_nodule_ct_detection Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#492 · 1 comment · Opened Aug 21, 2023
MONAI Model Zoo Discussion - pathology_nuclei_segmentation_classification Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

Project-MONAI/model-zoo#456 · 1 comment · Opened Jun 15, 2023
support of requirement specifiers Open

Feature request

Difficulty 4/5 3-5 days Newbie friendliness 38/100

Project-MONAI/model-zoo#451 · 3 reactions · Opened Jun 6, 2023
Input image transforms for some of the models may be improved Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#441 · 1 comment · Opened May 31, 2023
Enable content in `CONTRIBUTING.md` be generated by code Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#439 · 1 reaction · Opened May 30, 2023
Add more function to the TensorRT conversion CI/CD test Open

Project-MONAI/model-zoo#422 · 3 comments · 1 assignee · Opened May 14, 2023
Bundles should handle zero validation input Open

Project-MONAI/model-zoo#419 · 3 comments · 2 assignees · Opened May 12, 2023
Add depth map estimation bundle Open

Project-MONAI/model-zoo#411 · 8 comments · 1 assignee · Opened May 8, 2023
A better way to handle DDP raised error Open

Project-MONAI/model-zoo#372 · 1 reaction · 1 assignee · Opened Apr 18, 2023
Add Tumor Segmentation Foundation Model Open

Project-MONAI/model-zoo#332 · 3 comments · 2 reactions · 1 assignee · Opened Mar 23, 2023
logging configuration Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

Project-MONAI/model-zoo#322 · 3 comments · Opened Feb 27, 2023
Add self-supervised pre-training bundle Open

Project-MONAI/model-zoo#314 · 1 comment · 1 reaction · 3 assignees · Opened Feb 13, 2023

Project-MONAI/model-zoo

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