René's URL Explorer Experiment


Title: GitHub - MMIV-ML/fastMONAI: Simplifying deep learning for medical imaging

Open Graph Title: GitHub - MMIV-ML/fastMONAI: Simplifying deep learning for medical imaging

X Title: GitHub - MMIV-ML/fastMONAI: Simplifying deep learning for medical imaging

Description: Simplifying deep learning for medical imaging. Contribute to MMIV-ML/fastMONAI development by creating an account on GitHub.

Open Graph Description: Simplifying deep learning for medical imaging. Contribute to MMIV-ML/fastMONAI development by creating an account on GitHub.

X Description: Simplifying deep learning for medical imaging. Contribute to MMIV-ML/fastMONAI development by creating an account on GitHub.

Opengraph URL: https://github.com/MMIV-ML/fastMONAI

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:65ddfc2f-bb85-bf43-1520-2e651a844c03
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idA2C6:1073E3:82308C:A99F6C:698D1D0D
html-safe-nonce08b1f1e29a32c1f628490009c231a6016a990a4776219964b82f65279d8c3430
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBMkM2OjEwNzNFMzo4MjMwOEM6QTk5RjZDOjY5OEQxRDBEIiwidmlzaXRvcl9pZCI6IjkxOTAyMzQ2OTA4OTk3NDYwNjEiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac28c0dc5a6293006587c6f0fec38002c8eb3d0ed86d9bb8b742d646ba103e3e11
hovercard-subject-tagrepository:530272441
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/MMIV-ML/fastMONAI
twitter:imagehttps://repository-images.githubusercontent.com/530272441/1033d32b-e67d-470c-9a67-52db72f129b6
twitter:cardsummary_large_image
og:imagehttps://repository-images.githubusercontent.com/530272441/1033d32b-e67d-470c-9a67-52db72f129b6
og:image:altSimplifying deep learning for medical imaging. Contribute to MMIV-ML/fastMONAI development by creating an account on GitHub.
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonec25395580e1e3bf82d705e0982a1b24255366088720fef945f1493d5e3e67954
turbo-cache-controlno-preview
go-importgithub.com/MMIV-ML/fastMONAI git https://github.com/MMIV-ML/fastMONAI.git
octolytics-dimension-user_id19689187
octolytics-dimension-user_loginMMIV-ML
octolytics-dimension-repository_id530272441
octolytics-dimension-repository_nwoMMIV-ML/fastMONAI
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id530272441
octolytics-dimension-repository_network_root_nwoMMIV-ML/fastMONAI
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release94219dcb9c044792ec271fd5b23c73419858bef7
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FMMIV-ML%2FfastMONAI
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FMMIV-ML%2FfastMONAI
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=MMIV-ML%2FfastMONAI
Reloadhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Reloadhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Reloadhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
MMIV-ML https://patch-diff.githubusercontent.com/MMIV-ML
fastMONAIhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
AnswerDotAI/nbdev-templatehttps://patch-diff.githubusercontent.com/AnswerDotAI/nbdev-template
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FMMIV-ML%2FfastMONAI
Fork 18 https://patch-diff.githubusercontent.com/login?return_to=%2FMMIV-ML%2FfastMONAI
Star 104 https://patch-diff.githubusercontent.com/login?return_to=%2FMMIV-ML%2FfastMONAI
fastmonai.nohttps://fastmonai.no
Apache-2.0 license https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/LICENSE
104 stars https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/stargazers
18 forks https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/forks
Branches https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/branches
Tags https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tags
Activity https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FMMIV-ML%2FfastMONAI
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FMMIV-ML%2FfastMONAI
Code https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Issues 1 https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/issues
Pull requests 0 https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/pulls
Actions https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/actions
Projects 0 https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/projects
Security 0 https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/security
Insights https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/pulse
Code https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Issues https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/issues
Pull requests https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/pulls
Actions https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/actions
Projects https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/projects
Security https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/security
Insights https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/pulse
Brancheshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/branches
Tagshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tags
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/branches
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tags
268 Commitshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/commits/main/
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/commits/main/
.claudehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/.claude
.claudehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/.claude
.github/workflowshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/.github/workflows
.github/workflowshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/.github/workflows
fastMONAIhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/fastMONAI
fastMONAIhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/fastMONAI
nbshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/nbs
nbshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/nbs
presentations/MMIV-1022https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/presentations/MMIV-1022
presentations/MMIV-1022https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/presentations/MMIV-1022
researchhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/research
researchhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/tree/main/research
.gitignorehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/.gitignore
CITATION.cffhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/CITATION.cff
CITATION.cffhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/CITATION.cff
CNAMEhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/CNAME
CNAMEhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/CNAME
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/CONTRIBUTING.md
LICENSEhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/LICENSE
MANIFEST.inhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/MANIFEST.in
MANIFEST.inhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/MANIFEST.in
README.mdhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/README.md
pyproject.tomlhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/pyproject.toml
settings.inihttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/settings.ini
settings.inihttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/settings.ini
setup.pyhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/setup.py
setup.pyhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/blob/main/setup.py
READMEhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Contributinghttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#overview
https://raw.githubusercontent.com/skaliy/skaliy.github.io/main/assets/fastmonai_v1.png
https://github.com/MMIV-ML/fastMONAI/workflows/CI/badge.svg
https://fastmonai.no
https://pypi.org/project/fastMONAI
fastaihttps://github.com/fastai/fastai
MONAIhttps://monai.io/
TorchIOhttps://torchio.readthedocs.io/
Imagedatahttps://imagedata.readthedocs.io/
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#requirements
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#installation
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#environment-setup-recommended
(PyPI)https://pypi.org/project/fastMONAI/
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#quick-install-pypi
(GitHub)https://github.com/MMIV-ML/fastMONAI
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#development-install-github
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#getting-started
paperhttps://www.sciencedirect.com/science/article/pii/S2665963823001203
video tutorialhttps://fastmonai.no/tutorial_beginner_video
https://fastmonai.nohttps://fastmonai.no
11b_tutorial_classification.ipynbhttps://nbviewer.org/github/MMIV-ML/fastMONAI/blob/main/nbs/11b_tutorial_classification.ipynb
https://colab.research.google.com/github/MMIV-ML/fastMONAI/blob/main/nbs/11b_tutorial_classification.ipynb
11c_tutorial_regression.ipynbhttps://nbviewer.org/github/MMIV-ML/fastMONAI/blob/main/nbs/11c_tutorial_regression.ipynb
https://colab.research.google.com/github/MMIV-ML/fastMONAI/blob/main/nbs/11c_tutorial_regression.ipynb
11d_tutorial_binary_segmentation.ipynbhttps://nbviewer.org/github/MMIV-ML/fastMONAI/blob/main/nbs/11d_tutorial_binary_segmentation.ipynb
https://colab.research.google.com/github/MMIV-ML/fastMONAI/blob/main/nbs/11d_tutorial_binary_segmentation.ipynb
11e_tutorial_multiclass_segmentation.ipynbhttps://nbviewer.org/github/MMIV-ML/fastMONAI/blob/main/nbs/11e_tutorial_multiclass_segmentation.ipynb
https://colab.research.google.com/github/MMIV-ML/fastMONAI/blob/main/nbs/11e_tutorial_multiclass_segmentation.ipynb
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#how-to-contribute
CONTRIBUTING.mdhttps://github.com/MMIV-ML/fastMONAI/blob/main/CONTRIBUTING.md
https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#citing-fastmonai
fastmonai.nohttps://fastmonai.no
deeplearning https://patch-diff.githubusercontent.com/topics/deeplearning
medicalimaging https://patch-diff.githubusercontent.com/topics/medicalimaging
Readme https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#Apache-2.0-1-ov-file
Contributing https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI#contributing-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Activityhttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/activity
Custom propertieshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/custom-properties
104 starshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/stargazers
5 watchinghttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/watchers
18 forkshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FMMIV-ML%2FfastMONAI&report=MMIV-ML+%28user%29
Releases 11https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/releases
v0.7.0 Latest Feb 10, 2026 https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/releases/tag/v0.7.0
+ 10 releaseshttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/MMIV-ML/packages?repo_name=fastMONAI
Please reload this pagehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Contributors 4https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI
Jupyter Notebook 95.4% https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/search?l=jupyter-notebook
Python 4.6% https://patch-diff.githubusercontent.com/MMIV-ML/fastMONAI/search?l=python
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.