Project-MONAI/MONAI

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AI Toolkit for Healthcare Imaging

Stars: 8.7k
Forks: 1.6k
Open beginner issues: 0
Indexed issues: 339
Avg merge: 5d 1h
Merged PRs (30d): 20

Dominant language: Python
License: Apache-2.0
Last GitHub push: Sep 18, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: good first issue

Beginner friendly Everything

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339 open issues indexed

Add the predictor-based search algorithm Open

Feature request

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

Project-MONAI/MONAI#4066 · Opened Apr 4, 2022
Add architecture search space with various network connections Open

Feature request

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

Project-MONAI/MONAI#4065 · Opened Apr 4, 2022
Add tutorials for DARTS model search/training/validation Open

Feature request

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

Project-MONAI/MONAI#4064 · Opened Apr 4, 2022
Create DARTS based networks for segmentation/classification Open

Feature request

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

Project-MONAI/MONAI#4063 · Opened Apr 4, 2022
Add/verify search cells for various operations Open

Feature request

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

Project-MONAI/MONAI#4062 · Opened Apr 4, 2022
Specify `rank ID` for component to run only on some ranks Open

Feature request

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

Project-MONAI/MONAI#4056 · 1 comment · Opened Apr 4, 2022
Support customized ConfigItem and ReferenceResolver in the ConfigParser Open

Feature request

Difficulty 4/5 3-5 days Newbie friendliness 30/100

Project-MONAI/MONAI#4055 · 1 comment · Opened Apr 4, 2022
Applying Transform Chain to Geometric Objects Open

enhancement Feature request Module: data Module: transform WG: Transforms

Project-MONAI/MONAI#4027 · 14 comments · 1 reaction · 5 assignees · Opened Mar 30, 2022
Tricubic interpolation required Open

enhancement

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

Project-MONAI/MONAI#4017 · 2 comments · 1 reaction · Opened Mar 28, 2022
Develop a dataset for global stain extraction Open

Feature request Pathology/Microscopy

Difficulty 5/5 Over a week Newbie friendliness 35/100

Project-MONAI/MONAI#4015 · Opened Mar 28, 2022
Generalized Stain Normalization Open

Feature request Pathology/Microscopy

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

Project-MONAI/MONAI#4006 · 2 comments · 2 reactions · Opened Mar 25, 2022
MILModel does not fully support torchscript Open

enhancement

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

Project-MONAI/MONAI#3938 · Opened Mar 15, 2022
Pathology Raw Annotations to Patch-level Annotations Open

enhancement Feature request

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

Project-MONAI/MONAI#3848 · 2 reactions · Opened Feb 23, 2022
Dall-e - Image Transformers Collaboration Open

community Feature request Feedback welcomed

Difficulty 5/5 Over a week Newbie friendliness 15/100

Project-MONAI/MONAI#3779 · Opened Feb 8, 2022
a "team" in readme/website Open

Feature request

Difficulty 3/5 1-2 days Newbie friendliness 38/100

Project-MONAI/MONAI#3775 · 1 reaction · Opened Feb 7, 2022
Implementing Haar-Like 2D/3D Hand-crafted Features in MONAI Open

Feature request

Difficulty 5/5 Over a week Newbie friendliness 35/100

Project-MONAI/MONAI#3709 · 5 comments · 1 reaction · Opened Jan 25, 2022
enhance memory management `csrc/filtering/permutohedral`? Open

Feature request

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

Project-MONAI/MONAI#3705 · 1 comment · Opened Jan 24, 2022
prefer `pip install` Open

enhancement

Project-MONAI/MONAI#3527 · 1 assignee · Opened Dec 21, 2021
Cache data in both GPU memory and main memory Open

enhancement

Project-MONAI/MONAI#3486 · 1 reaction · 1 assignee · Opened Dec 14, 2021
Add backends and image visualization for transform `TileOnGrid` Open

enhancement

Project-MONAI/MONAI#3336 · 12 comments · 2 assignees · Opened Nov 14, 2021
Should we support random operation of PyTorch Tensor Open

question

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

Project-MONAI/MONAI#3180 · Opened Oct 24, 2021
OpticalDistortion data augmentation Open

Feature request

Project-MONAI/MONAI#3132 · 1 assignee · Opened Oct 15, 2021
epoch durations significantly increase over time when using cached datasets?! Open

question

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

Project-MONAI/MONAI#3116 · 15 comments · Opened Oct 12, 2021
Add a CycleGAN with mutual information as a consistency loss Open

Feature request

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

Project-MONAI/MONAI#2818 · 2 comments · Opened Aug 23, 2021
Determine 1-2 tutorials per user persona and validate Open

CookBook enhancement

Project-MONAI/MONAI#2737 · 1 reaction · 1 assignee · Opened Aug 10, 2021
TransUNet a 2D Transformer Segmentation Network Open

Contribution wanted Feature request

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

Project-MONAI/MONAI#2727 · Opened Aug 9, 2021
Add Translation as a fraction of the image for `Affine` Open

Feature request

Project-MONAI/MONAI#2689 · 1 assignee · Opened Aug 3, 2021
Re-commit inverse of AdjustContrastd and RandAdjustContrastd Open

Feature request

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

Project-MONAI/MONAI#2260 · Opened May 26, 2021
Make handlers to decouple with ignite APIs Open

enhancement

Project-MONAI/MONAI#2224 · 1 assignee · Opened May 20, 2021
Preprocessing to enhance the target boundaries Open

Contribution wanted Feature request Module: transform WG: Transforms

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

Project-MONAI/MONAI#2184 · Opened May 12, 2021
Evidencial Fully Convolutional Network Open

Contribution wanted Feature request

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

Project-MONAI/MONAI#2127 · 3 comments · Opened May 1, 2021
random plane sampling transform Open

Feature request WG: Transforms

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

Project-MONAI/MONAI#1993 · Opened Apr 12, 2021
Grabcut Implementation Open

Feature request

Project-MONAI/MONAI#1601 · 6 comments · 3 reactions · 1 assignee · Opened Feb 19, 2021
Versatile distance transforms (Euclidean and Geodesic) Open

Feature request Module: networks Module: transform WG: Research WG: Transforms

Difficulty 5/5 Over a week Newbie friendliness 30/100

Project-MONAI/MONAI#1332 · 8 comments · 7 reactions · Opened Dec 8, 2020
Saving networks to file from GPU Open

Feature request Low risk

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

Project-MONAI/MONAI#1273 · 9 comments · Opened Nov 20, 2020
Evaluation metrics - Object detection Open

Feature request WG: Evaluation

Difficulty 5/5 Over a week Newbie friendliness 38/100

Project-MONAI/MONAI#1132 · 9 comments · Opened Oct 22, 2020
Evaluation suite - loading input Open

WG: Evaluation working group

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

Project-MONAI/MONAI#885 · 1 comment · Opened Aug 11, 2020
support of parallel inference in the EnsembleEvaluator Open

Contribution wanted Feature request WG: Evaluation

Difficulty 5/5 Over a week Newbie friendliness 30/100

Project-MONAI/MONAI#795 · Opened Jul 21, 2020
Add RandCropByPosPercent transform Open

Contribution wanted Feature request WG: Transforms

Project-MONAI/MONAI#586 · 6 comments · 2 reactions · 2 assignees · Opened Jun 18, 2020

Project-MONAI/MONAI

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