René's URL Explorer Experiment


Title: GitHub - mingcv/Bread: Official implementation for "Low-light Image Enhancement via Breaking Down the Darkness"

Open Graph Title: GitHub - mingcv/Bread: Official implementation for "Low-light Image Enhancement via Breaking Down the Darkness"

X Title: GitHub - mingcv/Bread: Official implementation for "Low-light Image Enhancement via Breaking Down the Darkness"

Description: Official implementation for "Low-light Image Enhancement via Breaking Down the Darkness" - mingcv/Bread

Open Graph Description: Official implementation for "Low-light Image Enhancement via Breaking Down the Darkness" - mingcv/Bread

X Description: Official implementation for "Low-light Image Enhancement via Breaking Down the Darkness" - mingcv/Bread

Opengraph URL: https://github.com/mingcv/Bread

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:a2d5cce7-7d5b-f12f-0a9b-3ffbba009d17
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idC82C:53F1B:21780D3:2D8A9B1:698C7BAD
html-safe-nonce7b86f1f966aa2ef3fdff37b9d8ea05a4c47b318ba2bda78667cdc935be273c4e
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDODJDOjUzRjFCOjIxNzgwRDM6MkQ4QTlCMTo2OThDN0JBRCIsInZpc2l0b3JfaWQiOiIxOTI4MjM5Mzk0ODA5NzQwMjA1IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac1a2ca1c75016cc62e8f44085e9a73907f1e2215e018b5c65401e68c9c07f50d2
hovercard-subject-tagrepository:433435869
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/mingcv/Bread
twitter:imagehttps://opengraph.githubassets.com/5b222418b4a9ca2c6a31d3bea8b2575700f51a44d09a47ffa062fda1e9d9ec74/mingcv/Bread
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/5b222418b4a9ca2c6a31d3bea8b2575700f51a44d09a47ffa062fda1e9d9ec74/mingcv/Bread
og:image:altOfficial implementation for "Low-light Image Enhancement via Breaking Down the Darkness" - mingcv/Bread
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None640eeb7b6ff4d8d106235d228c0c286e82592d4d2403227b5b2b4fc5832297a4
turbo-cache-controlno-preview
go-importgithub.com/mingcv/Bread git https://github.com/mingcv/Bread.git
octolytics-dimension-user_id31566437
octolytics-dimension-user_loginmingcv
octolytics-dimension-repository_id433435869
octolytics-dimension-repository_nwomingcv/Bread
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id433435869
octolytics-dimension-repository_network_root_nwomingcv/Bread
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
release3d444f0a47beeeac94cddbb51c91ab408befe8d4
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/mingcv/Bread#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmingcv%2FBread
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%2Fmingcv%2FBread
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=mingcv%2FBread
Reloadhttps://patch-diff.githubusercontent.com/mingcv/Bread
Reloadhttps://patch-diff.githubusercontent.com/mingcv/Bread
Reloadhttps://patch-diff.githubusercontent.com/mingcv/Bread
mingcv https://patch-diff.githubusercontent.com/mingcv
Breadhttps://patch-diff.githubusercontent.com/mingcv/Bread
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fmingcv%2FBread
Fork 14 https://patch-diff.githubusercontent.com/login?return_to=%2Fmingcv%2FBread
Star 110 https://patch-diff.githubusercontent.com/login?return_to=%2Fmingcv%2FBread
Apache-2.0 license https://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/LICENSE
110 stars https://patch-diff.githubusercontent.com/mingcv/Bread/stargazers
14 forks https://patch-diff.githubusercontent.com/mingcv/Bread/forks
Branches https://patch-diff.githubusercontent.com/mingcv/Bread/branches
Tags https://patch-diff.githubusercontent.com/mingcv/Bread/tags
Activity https://patch-diff.githubusercontent.com/mingcv/Bread/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fmingcv%2FBread
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fmingcv%2FBread
Code https://patch-diff.githubusercontent.com/mingcv/Bread
Issues 1 https://patch-diff.githubusercontent.com/mingcv/Bread/issues
Pull requests 0 https://patch-diff.githubusercontent.com/mingcv/Bread/pulls
Actions https://patch-diff.githubusercontent.com/mingcv/Bread/actions
Projects 0 https://patch-diff.githubusercontent.com/mingcv/Bread/projects
Security 0 https://patch-diff.githubusercontent.com/mingcv/Bread/security
Insights https://patch-diff.githubusercontent.com/mingcv/Bread/pulse
Code https://patch-diff.githubusercontent.com/mingcv/Bread
Issues https://patch-diff.githubusercontent.com/mingcv/Bread/issues
Pull requests https://patch-diff.githubusercontent.com/mingcv/Bread/pulls
Actions https://patch-diff.githubusercontent.com/mingcv/Bread/actions
Projects https://patch-diff.githubusercontent.com/mingcv/Bread/projects
Security https://patch-diff.githubusercontent.com/mingcv/Bread/security
Insights https://patch-diff.githubusercontent.com/mingcv/Bread/pulse
Brancheshttps://patch-diff.githubusercontent.com/mingcv/Bread/branches
Tagshttps://patch-diff.githubusercontent.com/mingcv/Bread/tags
https://patch-diff.githubusercontent.com/mingcv/Bread/branches
https://patch-diff.githubusercontent.com/mingcv/Bread/tags
24 Commitshttps://patch-diff.githubusercontent.com/mingcv/Bread/commits/main/
https://patch-diff.githubusercontent.com/mingcv/Bread/commits/main/
datasetshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/datasets
datasetshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/datasets
figureshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/figures
figureshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/figures
modelshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/models
modelshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/models
toolshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/tools
toolshttps://patch-diff.githubusercontent.com/mingcv/Bread/tree/main/tools
.gitignorehttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/.gitignore
LICENSEhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/README.md
bread_demo.ipynbhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/bread_demo.ipynb
bread_demo.ipynbhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/bread_demo.ipynb
bread_demo_uploader.ipynbhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/bread_demo_uploader.ipynb
bread_demo_uploader.ipynbhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/bread_demo_uploader.ipynb
eval_Bread.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/eval_Bread.py
eval_Bread.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/eval_Bread.py
exposure_augment.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/exposure_augment.py
exposure_augment.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/exposure_augment.py
scripts.shhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/scripts.sh
scripts.shhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/scripts.sh
test_Bread.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/test_Bread.py
test_Bread.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/test_Bread.py
test_Bread_NoNFM.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/test_Bread_NoNFM.py
test_Bread_NoNFM.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/test_Bread_NoNFM.py
train_ANSN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_ANSN.py
train_ANSN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_ANSN.py
train_CAN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_CAN.py
train_CAN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_CAN.py
train_IAN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_IAN.py
train_IAN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_IAN.py
train_MECAN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_MECAN.py
train_MECAN.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_MECAN.py
train_MECAN_finetune.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_MECAN_finetune.py
train_MECAN_finetune.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_MECAN_finetune.py
train_NFM.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_NFM.py
train_NFM.pyhttps://patch-diff.githubusercontent.com/mingcv/Bread/blob/main/train_NFM.py
READMEhttps://patch-diff.githubusercontent.com/mingcv/Bread
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/mingcv/Bread
Low-light Image Enhancement via Breaking Down the Darknesshttps://arxiv.org/abs/2111.15557
https://patch-diff.githubusercontent.com/mingcv/Bread#low-light-image-enhancement-via-breaking-down-the-darkness
https://replicate.com/mingcv/bread
https://colab.research.google.com/github/mingcv/Bread/blob/main/bread_demo_uploader.ipynb
arxivhttps://arxiv.org/abs/2111.15557
IJCVhttps://link.springer.com/article/10.1007/s11263-022-01667-9
https://patch-diff.githubusercontent.com/mingcv/Bread#1-dependencies
https://patch-diff.githubusercontent.com/mingcv/Bread#2-network-architecture
https://github.com/mingcv/Bread/blob/main/figures/Bread_architecture_full.png
https://patch-diff.githubusercontent.com/mingcv/Bread#3-data-preparation
https://patch-diff.githubusercontent.com/mingcv/Bread#31-training-dataset
LOL datasethttps://daooshee.github.io/BMVC2018website/
exposure_augment.pyhttps://github.com/mingcv/Bread/blob/main/exposure_augment.py
Download Link for Augmented LOLhttps://drive.google.com/file/d/1gyX2kYJWuj3C00eobd49MjRuNbZ29dqN/view?usp=sharing
SICEhttps://github.com/csjcai/SICE
Download Link for a resized versionhttps://drive.google.com/file/d/1OTNP-QJ3Nade5my04A2iYVTY77IQBEMf/view?usp=sharing
https://patch-diff.githubusercontent.com/mingcv/Bread#32-tesing-dataset
this linkhttps://github.com/mingcv/Bread/releases/download/checkpoints/data.zip
https://patch-diff.githubusercontent.com/mingcv/Bread#4-usage
https://patch-diff.githubusercontent.com/mingcv/Bread#41-training
https://patch-diff.githubusercontent.com/mingcv/Bread#42-testing
https://patch-diff.githubusercontent.com/mingcv/Bread#43-trained-weights
our releasehttps://github.com/mingcv/Bread/releases/tag/checkpoints
https://patch-diff.githubusercontent.com/mingcv/Bread#5-quantitative-comparison-on-eval15
https://github.com/mingcv/Bread/blob/main/figures/table_eval.png
https://patch-diff.githubusercontent.com/mingcv/Bread#6-visual-comparison-on-eval15
https://github.com/mingcv/Bread/blob/main/figures/figure_eval.png
https://patch-diff.githubusercontent.com/mingcv/Bread#7-visual-comparison-on-dicm
https://github.com/mingcv/Bread/blob/main/figures/figure_test_dicm.png
https://patch-diff.githubusercontent.com/mingcv/Bread#8-visual-comparison-on-vv-and-mef-ds
https://github.com/mingcv/Bread/blob/main/figures/figure_test_vv_mefds.png
Readme https://patch-diff.githubusercontent.com/mingcv/Bread#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/mingcv/Bread#Apache-2.0-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/mingcv/Bread
Activityhttps://patch-diff.githubusercontent.com/mingcv/Bread/activity
110 starshttps://patch-diff.githubusercontent.com/mingcv/Bread/stargazers
1 watchinghttps://patch-diff.githubusercontent.com/mingcv/Bread/watchers
14 forkshttps://patch-diff.githubusercontent.com/mingcv/Bread/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmingcv%2FBread&report=mingcv+%28user%29
Releases 1https://patch-diff.githubusercontent.com/mingcv/Bread/releases
checkpoints & testing data Latest Nov 30, 2021 https://patch-diff.githubusercontent.com/mingcv/Bread/releases/tag/checkpoints
Packages 0https://patch-diff.githubusercontent.com/users/mingcv/packages?repo_name=Bread
Jupyter Notebook 91.9% https://patch-diff.githubusercontent.com/mingcv/Bread/search?l=jupyter-notebook
Python 7.9% https://patch-diff.githubusercontent.com/mingcv/Bread/search?l=python
Shell 0.2% https://patch-diff.githubusercontent.com/mingcv/Bread/search?l=shell
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.