| route-pattern | /:user_id/:repository |
| route-controller | files |
| route-action | disambiguate |
| fetch-nonce | v2:bf52d04e-3006-6035-a725-4c27278e1adf |
| current-catalog-service-hash | f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb |
| request-id | D842:257A5D:A8F1BA:DB778A:697F8141 |
| html-safe-nonce | 9e0f9f29e8c50e68c23af5891afe9fe09f7e1b648cdd40e4137ef0684819b64c |
| visitor-payload | eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEODQyOjI1N0E1RDpBOEYxQkE6REI3NzhBOjY5N0Y4MTQxIiwidmlzaXRvcl9pZCI6IjU3NTUxMDk0Nzk1MDcwMDE2NjUiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ== |
| visitor-hmac | 9955375dafefb8cb8dd8b7a2736ab07dd6e1cb4e9c2d5f934826875fd758c953 |
| hovercard-subject-tag | repository:96553587 |
| github-keyboard-shortcuts | repository,copilot |
| google-site-verification | Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I |
| octolytics-url | https://collector.github.com/github/collect |
| analytics-location | // |
| fb:app_id | 1401488693436528 |
| apple-itunes-app | app-id=1477376905, app-argument=https://github.com/facebookresearch/SparseConvNet |
| twitter:image | https://opengraph.githubassets.com/91685e7a962fbb027f1e9cfcd89425a60fe6fbf831d475cc50aee071f0fe2f90/facebookresearch/SparseConvNet |
| twitter:card | summary_large_image |
| og:image | https://opengraph.githubassets.com/91685e7a962fbb027f1e9cfcd89425a60fe6fbf831d475cc50aee071f0fe2f90/facebookresearch/SparseConvNet |
| og:image:alt | Submanifold sparse convolutional networks. Contribute to facebookresearch/SparseConvNet development by creating an account on GitHub. |
| og:image:width | 1200 |
| og:image:height | 600 |
| og:site_name | GitHub |
| og:type | object |
| hostname | github.com |
| expected-hostname | github.com |
| None | 60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6 |
| turbo-cache-control | no-preview |
| go-import | github.com/facebookresearch/SparseConvNet git https://github.com/facebookresearch/SparseConvNet.git |
| octolytics-dimension-user_id | 16943930 |
| octolytics-dimension-user_login | facebookresearch |
| octolytics-dimension-repository_id | 96553587 |
| octolytics-dimension-repository_nwo | facebookresearch/SparseConvNet |
| octolytics-dimension-repository_public | true |
| octolytics-dimension-repository_is_fork | false |
| octolytics-dimension-repository_network_root_id | 96553587 |
| octolytics-dimension-repository_network_root_nwo | facebookresearch/SparseConvNet |
| turbo-body-classes | logged-out env-production page-responsive |
| disable-turbo | false |
| browser-stats-url | https://api.github.com/_private/browser/stats |
| browser-errors-url | https://api.github.com/_private/browser/errors |
| release | 7c85641c598ad130c74f7bcc27f58575cac69551 |
| ui-target | full |
| theme-color | #1e2327 |
| color-scheme | light dark |
| Skip to content | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#start-of-content |
|
| https://patch-diff.githubusercontent.com/ |
|
Sign in
| https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Ffacebookresearch%2FSparseConvNet |
| GitHub CopilotWrite better code with AI | https://github.com/features/copilot |
| GitHub SparkBuild and deploy intelligent apps | https://github.com/features/spark |
| GitHub ModelsManage and compare prompts | https://github.com/features/models |
| MCP RegistryNewIntegrate external tools | https://github.com/mcp |
| ActionsAutomate any workflow | https://github.com/features/actions |
| CodespacesInstant dev environments | https://github.com/features/codespaces |
| IssuesPlan and track work | https://github.com/features/issues |
| Code ReviewManage code changes | https://github.com/features/code-review |
| GitHub Advanced SecurityFind and fix vulnerabilities | https://github.com/security/advanced-security |
| Code securitySecure your code as you build | https://github.com/security/advanced-security/code-security |
| Secret protectionStop leaks before they start | https://github.com/security/advanced-security/secret-protection |
| Why GitHub | https://github.com/why-github |
| Documentation | https://docs.github.com |
| Blog | https://github.blog |
| Changelog | https://github.blog/changelog |
| Marketplace | https://github.com/marketplace |
| View all features | https://github.com/features |
| Enterprises | https://github.com/enterprise |
| Small and medium teams | https://github.com/team |
| Startups | https://github.com/enterprise/startups |
| Nonprofits | https://github.com/solutions/industry/nonprofits |
| App Modernization | https://github.com/solutions/use-case/app-modernization |
| DevSecOps | https://github.com/solutions/use-case/devsecops |
| DevOps | https://github.com/solutions/use-case/devops |
| CI/CD | https://github.com/solutions/use-case/ci-cd |
| View all use cases | https://github.com/solutions/use-case |
| Healthcare | https://github.com/solutions/industry/healthcare |
| Financial services | https://github.com/solutions/industry/financial-services |
| Manufacturing | https://github.com/solutions/industry/manufacturing |
| Government | https://github.com/solutions/industry/government |
| View all industries | https://github.com/solutions/industry |
| View all solutions | https://github.com/solutions |
| AI | https://github.com/resources/articles?topic=ai |
| Software Development | https://github.com/resources/articles?topic=software-development |
| DevOps | https://github.com/resources/articles?topic=devops |
| Security | https://github.com/resources/articles?topic=security |
| View all topics | https://github.com/resources/articles |
| Customer stories | https://github.com/customer-stories |
| Events & webinars | https://github.com/resources/events |
| Ebooks & reports | https://github.com/resources/whitepapers |
| Business insights | https://github.com/solutions/executive-insights |
| GitHub Skills | https://skills.github.com |
| Documentation | https://docs.github.com |
| Customer support | https://support.github.com |
| Community forum | https://github.com/orgs/community/discussions |
| Trust center | https://github.com/trust-center |
| Partners | https://github.com/partners |
| GitHub SponsorsFund open source developers | https://github.com/sponsors |
| Security Lab | https://securitylab.github.com |
| Maintainer Community | https://maintainers.github.com |
| Accelerator | https://github.com/accelerator |
| Archive Program | https://archiveprogram.github.com |
| Topics | https://github.com/topics |
| Trending | https://github.com/trending |
| Collections | https://github.com/collections |
| Enterprise platformAI-powered developer platform | https://github.com/enterprise |
| GitHub Advanced SecurityEnterprise-grade security features | https://github.com/security/advanced-security |
| Copilot for BusinessEnterprise-grade AI features | https://github.com/features/copilot/copilot-business |
| Premium SupportEnterprise-grade 24/7 support | https://github.com/premium-support |
| Pricing | https://github.com/pricing |
| Search syntax tips | https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax |
| documentation | https://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%2Ffacebookresearch%2FSparseConvNet |
|
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=facebookresearch%2FSparseConvNet |
| Reload | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| Reload | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| Reload | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
|
facebookresearch
| https://patch-diff.githubusercontent.com/facebookresearch |
| SparseConvNet | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
|
Notifications
| https://patch-diff.githubusercontent.com/login?return_to=%2Ffacebookresearch%2FSparseConvNet |
|
Fork
338
| https://patch-diff.githubusercontent.com/login?return_to=%2Ffacebookresearch%2FSparseConvNet |
|
Star
2.1k
| https://patch-diff.githubusercontent.com/login?return_to=%2Ffacebookresearch%2FSparseConvNet |
| github.com/facebookresearch/SparseConvNet | https://github.com/facebookresearch/SparseConvNet |
|
View license
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/LICENSE |
|
2.1k
stars
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/stargazers |
|
338
forks
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/forks |
|
Branches
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/branches |
|
Tags
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tags |
|
Activity
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/activity |
|
Star
| https://patch-diff.githubusercontent.com/login?return_to=%2Ffacebookresearch%2FSparseConvNet |
|
Notifications
| https://patch-diff.githubusercontent.com/login?return_to=%2Ffacebookresearch%2FSparseConvNet |
|
Code
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
|
Issues
46
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/issues |
|
Pull requests
10
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/pulls |
|
Actions
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/actions |
|
Projects
0
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/projects |
|
Security
0
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/security |
|
Insights
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/pulse |
|
Code
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
|
Issues
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/issues |
|
Pull requests
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/pulls |
|
Actions
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/actions |
|
Projects
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/projects |
|
Security
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/security |
|
Insights
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/pulse |
| Branches | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/branches |
| Tags | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tags |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/branches |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tags |
| 152 Commits | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/commits/main/ |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/commits/main/ |
| examples | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tree/main/examples |
| examples | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tree/main/examples |
| img | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tree/main/img |
| img | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tree/main/img |
| sparseconvnet | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tree/main/sparseconvnet |
| sparseconvnet | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/tree/main/sparseconvnet |
| .gitignore | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/.gitignore |
| .gitignore | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/.gitignore |
| CODE_OF_CONDUCT.md | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/CODE_OF_CONDUCT.md |
| CODE_OF_CONDUCT.md | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/CODE_OF_CONDUCT.md |
| CONTRIBUTING.md | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/CONTRIBUTING.md |
| CONTRIBUTING.md | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/CONTRIBUTING.md |
| LICENSE | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/LICENSE |
| LICENSE | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/LICENSE |
| README.md | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/README.md |
| README.md | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/README.md |
| build.sh | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/build.sh |
| build.sh | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/build.sh |
| develop.sh | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/develop.sh |
| develop.sh | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/develop.sh |
| setup.py | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/setup.py |
| setup.py | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/setup.py |
| README | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| Code of conduct | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| Contributing | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| License | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| Security | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#submanifold-sparse-convolutional-networks |
| https://opensource.fb.com/support-ukraine |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#spatial-sparsity |
| Spatially-sparse convolutional networks | https://github.com/btgraham/SparseConvNet |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/img/i.gif |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/img/img.gif |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/img/img_stridedConv_conv_deconv.gif |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/img/img_stridedConv_conv_deconv.png |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#dimensionality-and-submanifolds |
| Sparse 3D convolutional neural networks | http://arxiv.org/abs/1505.02890 |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#hello-world |
| defining a function that inherits from torch.nn.Module | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/examples/Assamese_handwriting/VGGplus.py |
| sparseconvnet.Sequential | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/blob/main/PyTorch/sparseconvnet/sequential.py |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#examples |
| Assamese handwriting recognition | https://archive.ics.uci.edu/ml/datasets/Online+Handwritten+Assamese+Characters+Dataset |
| Chinese handwriting for recognition | http://www.nlpr.ia.ac.cn/databases/handwriting/Online_database.html |
| 3D Segmentation | https://shapenet.cs.stanford.edu/iccv17/ |
| ScanNet | http://www.scan-net.org/ |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#setup |
| Conda | https://www.anaconda.com/ |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#license |
| Terms of use | https://opensource.facebook.com/legal/terms |
| Privacy | https://opensource.facebook.com/legal/privacy |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#links |
| ICDAR 2013 Chinese Handwriting Recognition Competition 2013 | https://web.archive.org/web/20160418143451/http://www.nlpr.ia.ac.cn/events/CHRcompetition2013/competition/Home.html |
| Report | https://web.archive.org/web/20160910012723/http://www.nlpr.ia.ac.cn/events/CHRcompetition2013/competition/ICDAR%202013%20CHR%20competition.pdf |
| Spatially-sparse convolutional neural networks, 2014 | http://arxiv.org/abs/1409.6070 |
| Fractional max-pooling, 2014 | http://arxiv.org/abs/1412.6071 |
| Sparse 3D convolutional neural networks, BMVC 2015 | http://arxiv.org/abs/1505.02890 |
| Kaggle plankton recognition competition, 2015 | https://www.kaggle.com/c/datasciencebowl |
| EcoTaxa | http://ecotaxa.obs-vlfr.fr/ |
| Kaggle Diabetic Retinopathy Detection, 2015 | https://www.kaggle.com/c/diabetic-retinopathy-detection/ |
| SparseConvNet 'classic' | https://github.com/btgraham/SparseConvNet-archived |
| Submanifold Sparse Convolutional Networks, 2017 | https://arxiv.org/abs/1706.01307 |
| Workshop on Learning to See from 3D Data, 2017 | https://shapenet.cs.stanford.edu/iccv17workshop/ |
| semantic segmentation | https://shapenet.cs.stanford.edu/iccv17/ |
| Report | https://arxiv.org/pdf/1710.06104 |
| 3D Semantic Segmentation with Submanifold Sparse Convolutional Networks, 2017 | https://arxiv.org/abs/1711.10275 |
| Unsupervised learning with sparse space-and-time autoencoders | https://arxiv.org/abs/1811.10355 |
| ScanNet 3D semantic label benchmark 2018 | http://kaldir.vc.in.tum.de/scannet_benchmark/semantic_label_3d |
| MinkowskiEngine | https://github.com/StanfordVL/MinkowskiEngine |
| 0.736 average IOU for ScanNet | https://github.com/chrischoy/SpatioTemporalSegmentation |
| SpConv: PyTorch Spatially Sparse Convolution Library | https://github.com/traveller59/spconv |
| Live Semantic 3D Perception for Immersive Augmented Reality | https://ieeexplore.ieee.org/document/8998140 |
| OccuSeg | https://arxiv.org/abs/2003.06537 |
| TorchSparse | https://github.com/mit-han-lab/torchsparse |
| TensorFlow 3D | https://github.com/google-research/google-research/tree/master/tf3d |
| VoTr | https://github.com/PointsCoder/VOTR |
| voxel transformers | https://openaccess.thecvf.com/content/ICCV2021/papers/Mao_Voxel_Transformer_for_3D_Object_Detection_ICCV_2021_paper.pdf |
| SpConv | https://github.com/traveller59/spconv |
| Mix3D | https://github.com/kumuji/mix3d |
| MixUp | https://openreview.net/forum?id=r1Ddp1-Rb |
| Point Transformer V3 | https://arxiv.org/abs/2312.10035 |
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#citations |
| 3D Semantic Segmentation with Submanifold Sparse Convolutional Networks, CVPR 2018 | https://arxiv.org/abs/1711.10275 |
| Benjamin Graham | https://research.fb.com/people/graham-benjamin/ |
| Martin Engelcke | http://ori.ox.ac.uk/mrg_people/martin-engelcke/ |
| Laurens van der Maaten | https://lvdmaaten.github.io/ |
| Submanifold Sparse Convolutional Networks, https://arxiv.org/abs/1706.01307 | https://arxiv.org/abs/1706.01307 |
| Benjamin Graham | https://research.fb.com/people/graham-benjamin/ |
| Laurens van der Maaten | https://lvdmaaten.github.io/ |
| github.com/facebookresearch/SparseConvNet | https://github.com/facebookresearch/SparseConvNet |
|
Readme
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#readme-ov-file |
|
View license
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#License-1-ov-file |
|
Code of conduct
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#coc-ov-file |
|
Contributing
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#contributing-ov-file |
|
Security policy
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet#security-ov-file |
| Please reload this page | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
|
Activity | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/activity |
|
Custom properties | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/custom-properties |
|
2.1k
stars | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/stargazers |
|
41
watching | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/watchers |
|
338
forks | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/forks |
|
Report repository
| https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffacebookresearch%2FSparseConvNet&report=facebookresearch+%28user%29 |
| Releases | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/releases |
| Packages
0 | https://patch-diff.githubusercontent.com/orgs/facebookresearch/packages?repo_name=SparseConvNet |
| Contributors
8 | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/graphs/contributors |
| Please reload this page | https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet |
|
C++
63.2%
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/search?l=c%2B%2B |
|
Python
21.6%
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/search?l=python |
|
Cuda
15.1%
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/search?l=cuda |
|
Shell
0.1%
| https://patch-diff.githubusercontent.com/facebookresearch/SparseConvNet/search?l=shell |
|
| https://github.com |
| Terms | https://docs.github.com/site-policy/github-terms/github-terms-of-service |
| Privacy | https://docs.github.com/site-policy/privacy-policies/github-privacy-statement |
| Security | https://github.com/security |
| Status | https://www.githubstatus.com/ |
| Community | https://github.community/ |
| Docs | https://docs.github.com/ |
| Contact | https://support.github.com?tags=dotcom-footer |