{"id":15629814,"url":"https://github.com/rusty1s/deep-graph-matching-consensus","last_synced_at":"2025-10-17T03:21:41.996Z","repository":{"id":39744615,"uuid":"212340596","full_name":"rusty1s/deep-graph-matching-consensus","owner":"rusty1s","description":"Implementation of \"Deep Graph Matching Consensus\" in PyTorch","archived":false,"fork":false,"pushed_at":"2021-09-22T07:10:24.000Z","size":3673,"stargazers_count":269,"open_issues_count":6,"forks_count":49,"subscribers_count":9,"default_branch":"master","last_synced_at":"2025-08-10T03:25:51.271Z","etag":null,"topics":["geometric-deep-learning","graph-matching","graph-neural-networks","neighborhood-consensus","pytorch"],"latest_commit_sha":null,"homepage":"https://openreview.net/forum?id=HyeJf1HKvS","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/rusty1s.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-10-02T12:49:39.000Z","updated_at":"2025-08-06T22:58:17.000Z","dependencies_parsed_at":"2022-08-28T23:32:28.432Z","dependency_job_id":null,"html_url":"https://github.com/rusty1s/deep-graph-matching-consensus","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/rusty1s/deep-graph-matching-consensus","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rusty1s%2Fdeep-graph-matching-consensus","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rusty1s%2Fdeep-graph-matching-consensus/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rusty1s%2Fdeep-graph-matching-consensus/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rusty1s%2Fdeep-graph-matching-consensus/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rusty1s","download_url":"https://codeload.github.com/rusty1s/deep-graph-matching-consensus/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rusty1s%2Fdeep-graph-matching-consensus/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279276350,"owners_count":26138740,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-10-17T02:00:07.504Z","response_time":56,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["geometric-deep-learning","graph-matching","graph-neural-networks","neighborhood-consensus","pytorch"],"created_at":"2024-10-03T10:28:57.346Z","updated_at":"2025-10-17T03:21:41.969Z","avatar_url":"https://github.com/rusty1s.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"[build-image]: https://travis-ci.org/rusty1s/deep-graph-matching-consensus.svg?branch=master\n[build-url]: https://travis-ci.org/rusty1s/deep-graph-matching-consensus\n[docs-image]: https://readthedocs.org/projects/deep-graph-matching-consensus/badge/?version=latest\n[docs-url]: https://deep-graph-matching-consensus.readthedocs.io/en/latest/?badge=latest\n[coverage-image]: https://codecov.io/gh/rusty1s/deep-graph-matching-consensus/branch/master/graph/badge.svg\n[coverage-url]: https://codecov.io/github/rusty1s/deep-graph-matching-consensus?branch=master\n\n\u003ch1 align=\"center\"\u003eDeep Graph Matching Consensus\u003c/h1\u003e\n\n\u003cimg width=\"100%\" src=\"https://raw.githubusercontent.com/rusty1s/deep-graph-matching-consensus/master/figures/overview.png?token=ABU7ZATGTDHG6DPI3ANYBUS5TXPOQ\" /\u003e\n\n--------------------------------------------------------------------------------\n\n[![Build Status][build-image]][build-url]\n[![Docs Status][docs-image]][docs-url]\n[![Code Coverage][coverage-image]][coverage-url]\n\n**[Documentation](https://deep-graph-matching-consensus.readthedocs.io)**\n\nThis is a PyTorch implementation of **Deep Graph Matching Consensus**, as described in our paper:\n\nMatthias Fey, Jan E. Lenssen, Christopher Morris, Jonathan Masci, Nils M. Kriege: [Deep Graph Matching Consensus](https://openreview.net/forum?id=HyeJf1HKvS) *(ICLR 2020)*\n\n## Requirements\n\n* **[PyTorch](https://pytorch.org/get-started/locally/)** (\u003e=1.2.0)\n* **[PyTorch Geometric](https://github.com/rusty1s/pytorch_geometric)** (\u003e=1.5.0)\n* **[KeOps](https://github.com/getkeops/keops)** (\u003e=1.1.0)\n\n## Installation\n\n```\n$ python setup.py install\n```\n\nHead over to our [documentation](https://deep-graph-matching-consensus.readthedocs.io) for a detailed overview of the `DGMC` module.\n\n## Running examples\n\nWe provide training and evaluation procedures for the [PascalVOC with Berkely annotations](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.PascalVOCKeypoints) dataset, the [WILLOW-ObjectClass](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.WILLOWObjectClass) dataset, the [PascalPF](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.PascalPF) dataset, and the [DBP15K](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.DBP15K) dataset.\nExperiments can be run via:\n\n```\n$ cd examples/\n$ python pascal.py\n$ python willow.py\n$ python pascal_pf.py\n$ python dbp15k.py --category=zh_en\n```\n\n\u003cp align=\"center\"\u003e\n  \u003cimg height=\"250px\" src=\"https://raw.githubusercontent.com/rusty1s/deep-graph-matching-consensus/master/figures/best_motorbike.png?token=ABU7ZAX225LWQP4BLVMFOXK5TXPRO\" /\u003e\n  \u003cimg height=\"250px\" src=\"https://raw.githubusercontent.com/rusty1s/deep-graph-matching-consensus/master/figures/best_car.png?token=ABU7ZAS4IBROSQUHHM6JRPS5TXRMG\" /\u003e\n  \u003cimg height=\"250px\" src=\"https://raw.githubusercontent.com/rusty1s/deep-graph-matching-consensus/master/figures/best_duck.png?token=ABU7ZASBUISFO6UKAVIEAWC5TXRK6\" /\u003e\n  \u003cimg height=\"250px\" src=\"https://raw.githubusercontent.com/rusty1s/deep-graph-matching-consensus/master/figures/worst_duck.png?token=ABU7ZAX6JXQS4NPYBK4Q32C5TXRNE\" /\u003e\n\u003c/p\u003e\n\n## Cite\n\nPlease cite [our paper](https://openreview.net/forum?id=HyeJf1HKvS) if you use this code in your own work:\n\n```\n@inproceedings{Fey/etal/2020,\n  title={Deep Graph Matching Consensus},\n  author={Fey, M. and Lenssen, J. E. and Morris, C. and Masci, J. and Kriege, N. M.},\n  booktitle={International Conference on Learning Representations (ICLR)},\n  year={2020},\n}\n```\n\n## Running tests\n\n```\n$ python setup.py test\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frusty1s%2Fdeep-graph-matching-consensus","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frusty1s%2Fdeep-graph-matching-consensus","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frusty1s%2Fdeep-graph-matching-consensus/lists"}