{"id":80830,"name":null,"description":"Python wrapper around C++ utilities for computing neighbors and local geometric features of a point cloud","url":"https://github.com/drprojects/point_geometric_features","last_synced_at":"2025-09-08T21:54:20.606Z","repository":{"id":65530649,"uuid":"567493677","full_name":"drprojects/point_geometric_features","owner":"drprojects","description":"Python wrapper around C++ utilities for computing neighbors and local geometric features of a point cloud","archived":false,"fork":false,"pushed_at":"2025-07-15T07:24:31.000Z","size":134,"stargazers_count":65,"open_issues_count":0,"forks_count":5,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-07-15T17:03:06.504Z","etag":null,"topics":["3d","cpu","fast","features","geometric-features","machine-learning","nanoflann","nearest-neighbors","neighbor-search","numpy","point-cloud","python","radius-neighbors"],"latest_commit_sha":null,"homepage":"","language":"C++","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/drprojects.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-11-17T22:56:44.000Z","updated_at":"2025-07-15T07:24:35.000Z","dependencies_parsed_at":"2024-03-19T16:49:33.301Z","dependency_job_id":"a21e82ce-658b-4870-8247-9a2e082f3e4a","html_url":"https://github.com/drprojects/point_geometric_features","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/drprojects/point_geometric_features","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/drprojects","download_url":"https://codeload.github.com/drprojects/point_geometric_features/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274231410,"owners_count":25245626,"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":"2025-09-08T02:00:09.813Z","response_time":121,"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"}},"owner":{"login":"drprojects","name":"Damien ROBERT","uuid":"42056973","kind":"user","description":"PhD candidate at IGN and ENGIE Lab CRIGEN. I design deep learning methods for computer vision on 3D and 2D data.","email":"","website":"drprojects.github.io","location":"France","twitter":null,"company":"ENGIE Lab CRIGEN \u0026 IGN","icon_url":"https://avatars.githubusercontent.com/u/42056973?u=e7d14c65469d2f179112703630297fe9870ebf92\u0026v=4","repositories_count":3,"last_synced_at":"2023-03-06T00:08:24.551Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/drprojects","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-16T01:15:20.030Z","updated_at":"2023-03-06T00:08:24.564Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/drprojects","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/drprojects/repositories"},"packages":[{"id":8367781,"name":"pgeof","ecosystem":"pypi","description":"Compute the geometric features associated with each point's neighborhood:","homepage":null,"licenses":"MIT License\n         \n         Copyright (c) 2023-2024 Damien Robert, Loic Landrieu, Romain Janvier\n         \n         Permission is hereby granted, free of charge, to any person obtaining a copy\n         of this software and associated documentation files (the \"Software\"), to deal\n         in the Software without restriction, including without limitation the rights\n         to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n         copies of the Software, and to permit persons to whom the Software is\n         furnished to do so, subject to the following conditions:\n         \n         The above copyright notice and this permission notice shall be included in all\n         copies or substantial portions of the Software.\n         \n         THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n         IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n         FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n         AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n         LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n         OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n         SOFTWARE.","normalized_licenses":["Other"],"repository_url":"https://github.com/drprojects/point_geometric_features","keywords_array":["point clouds","features","3D","LiDAR"],"namespace":null,"versions_count":8,"first_release_published_at":"2023-10-02T15:45:19.000Z","latest_release_published_at":"2025-07-09T14:04:02.000Z","latest_release_number":"0.3.3","last_synced_at":"2025-08-17T06:21:53.377Z","created_at":"2023-10-02T15:47:37.716Z","updated_at":"2025-08-17T06:21:53.378Z","registry_url":"https://pypi.org/project/pgeof/","install_command":"pip install pgeof --index-url https://pypi.org/simple","documentation_url":"https://pgeof.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 3 - Alpha","Programming Language :: Python","Topic :: Scientific/Engineering"],"normalized_name":"pgeof","project_status":null},"repo_metadata":{"id":65530649,"uuid":"567493677","full_name":"drprojects/point_geometric_features","owner":"drprojects","description":"Python wrapper around C++ utility to compute local geometric features of a point cloud","archived":false,"fork":false,"pushed_at":"2024-06-02T10:14:27.000Z","size":86,"stargazers_count":50,"open_issues_count":0,"forks_count":5,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-07-07T13:07:04.993Z","etag":null,"topics":["3d","cpu","fast","features","geometric-features","machine-learning","nanoflann","nearest-neighbors","neighbor-search","numpy","point-cloud","python","radius-neighbors"],"latest_commit_sha":null,"homepage":"","language":"C++","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/drprojects.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-11-17T22:56:44.000Z","updated_at":"2024-06-27T09:47:30.000Z","dependencies_parsed_at":"2024-03-19T16:49:33.301Z","dependency_job_id":"a21e82ce-658b-4870-8247-9a2e082f3e4a","html_url":"https://github.com/drprojects/point_geometric_features","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/drprojects","download_url":"https://codeload.github.com/drprojects/point_geometric_features/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":214694673,"owners_count":15771159,"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","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"},"owner_record":{"login":"drprojects","name":"Damien ROBERT","uuid":"42056973","kind":"user","description":"PhD candidate at IGN and ENGIE Lab CRIGEN. I design deep learning methods for computer vision on 3D and 2D data.","email":"","website":"drprojects.github.io","location":"France","twitter":null,"company":"ENGIE Lab CRIGEN \u0026 IGN","icon_url":"https://avatars.githubusercontent.com/u/42056973?u=e7d14c65469d2f179112703630297fe9870ebf92\u0026v=4","repositories_count":3,"last_synced_at":"2023-03-06T00:08:24.551Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/drprojects","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-16T01:15:20.030Z","updated_at":"2023-03-06T00:08:24.564Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/drprojects","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/drprojects/repositories"},"tags":[]},"repo_metadata_updated_at":"2024-08-09T17:03:12.001Z","dependent_packages_count":1,"downloads":843,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":68.61481253153597,"dependent_packages_count":7.332364664532977,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":37.973588598034475},"purl":"pkg:pypi/pgeof","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/pgeof","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/pgeof","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/pgeof/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2024-03-15T22:48:24.694Z","issues_count":71,"pull_requests_count":8,"avg_time_to_close_issue":879713.8676470588,"avg_time_to_close_pull_request":2481367.25,"issues_closed_count":68,"pull_requests_closed_count":8,"pull_request_authors_count":4,"issue_authors_count":47,"avg_comments_per_issue":5.0,"avg_comments_per_pull_request":1.875,"merged_pull_requests_count":6,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":71,"past_year_pull_requests_count":8,"past_year_avg_time_to_close_issue":879713.8676470588,"past_year_avg_time_to_close_pull_request":2481367.25,"past_year_issues_closed_count":68,"past_year_pull_requests_closed_count":8,"past_year_pull_request_authors_count":4,"past_year_issue_authors_count":47,"past_year_avg_comments_per_issue":5.0,"past_year_avg_comments_per_pull_request":1.875,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":6,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fsuperpoint_transformer/issues"},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pgeof/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pgeof/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pgeof/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pgeof/related_packages","maintainers":[{"uuid":"rjanvier","login":"rjanvier","name":null,"email":null,"url":null,"packages_count":5,"html_url":"https://pypi.org/user/rjanvier/","role":null,"created_at":"2023-10-02T15:47:39.042Z","updated_at":"2023-10-02T15:47:39.042Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/rjanvier/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726290,"maintainers_count":308824,"namespaces_count":0,"keywords_count":238245,"github":"pypi","metadata":{"funded_packages_count":50579},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-08T05:32:36.857Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":5910560,"full_name":"drprojects/point_geometric_features","default_branch":"main","committers":[{"name":"Romain Janvier","email":"romain.janvier@hotmail.fr","login":"rjanvier","count":56},{"name":"drprojects","email":"dr91@wanadoo.fr","login":"drprojects","count":18},{"name":"loicland","email":"landrieu.loic@gmail.com","login":"loicland","count":2},{"name":"dam","email":"dam@macadam.fritz.box","login":null,"count":1}],"total_commits":77,"total_committers":4,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":19.25,"dds":0.2727272727272727,"past_year_committers":[{"name":"Romain Janvier","email":"romain.janvier@hotmail.fr","login":"rjanvier","count":16},{"name":"drprojects","email":"damien.robert@uzh.ch","login":"drprojects","count":1}],"past_year_total_commits":17,"past_year_total_committers":2,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":8.5,"past_year_dds":0.05882352941176472,"last_synced_at":"2025-05-21T14:03:56.564Z","last_synced_commit":"4102aa9ff7812b5c9043a2a49abf2cced96d3703","created_at":"2024-11-16T01:42:10.504Z","updated_at":"2025-05-21T14:03:56.565Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-08T00:00:16.827Z","repositories_count":5492973,"commits_count":855737544,"contributors_count":31255717,"owners_count":912147,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"drprojects/point_geometric_features","html_url":"https://github.com/drprojects/point_geometric_features","last_synced_at":"2025-08-31T18:07:57.470Z","status":null,"issues_count":6,"pull_requests_count":14,"avg_time_to_close_issue":2180551.3333333335,"avg_time_to_close_pull_request":247852.42857142858,"issues_closed_count":6,"pull_requests_closed_count":14,"pull_request_authors_count":2,"issue_authors_count":5,"avg_comments_per_issue":4.833333333333333,"avg_comments_per_pull_request":1.3571428571428572,"merged_pull_requests_count":14,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"past_year_pull_requests_count":4,"past_year_avg_time_to_close_issue":9635.0,"past_year_avg_time_to_close_pull_request":250203.0,"past_year_issues_closed_count":1,"past_year_pull_requests_closed_count":4,"past_year_pull_request_authors_count":1,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":1.0,"past_year_avg_comments_per_pull_request":1.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":4,"created_at":"2025-02-17T04:30:28.763Z","updated_at":"2025-09-02T21:13:43.692Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/drprojects%2Fpoint_geometric_features/issues","issue_labels_count":{"help wanted":1},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":3,"CONTRIBUTOR":2,"OWNER":1},"pull_request_author_associations_count":{"CONTRIBUTOR":20},"issue_authors":{"rjanvier":2,"noisyneighbour":1,"gardiens":1,"SherlockCorleone":1,"drprojects":1},"pull_request_authors":{"rjanvier":19,"loicland":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.273Z","repositories_count":10056179,"issues_count":30942323,"pull_requests_count":93167637,"authors_count":10648282,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":1},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":5},"past_year_issue_authors":{"SherlockCorleone":1},"past_year_pull_request_authors":{"rjanvier":5},"maintainers":[{"login":"drprojects","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/drprojects"}],"active_maintainers":[]},"events":{"total":{"IssuesEvent":1,"WatchEvent":12,"IssueCommentEvent":3,"PushEvent":3,"PullRequestEvent":2,"PullRequestReviewEvent":2},"last_year":{"IssuesEvent":1,"WatchEvent":12,"IssueCommentEvent":3,"PushEvent":3,"PullRequestEvent":2,"PullRequestReviewEvent":2}},"keywords":["3d","cpu","fast","features","geometric-features","machine-learning","nanoflann","nearest-neighbors","neighbor-search","numpy","point-cloud","python","radius-neighbors"],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/wheels.yml","sha":null,"kind":"manifest","created_at":"2024-03-19T16:49:32.073Z","updated_at":"2024-03-19T16:49:32.073Z","repository_link":"https://github.com/drprojects/point_geometric_features/blob/main/.github/workflows/wheels.yml","dependencies":[{"id":16916708531,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":16916708532,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":16916708533,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":16916708534,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":16916708535,"package_name":"actions/download-artifact","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2024-03-19T16:49:32.539Z","updated_at":"2024-03-19T16:49:32.539Z","repository_link":"https://github.com/drprojects/point_geometric_features/blob/main/pyproject.toml","dependencies":[{"id":16916709318,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2024-03-19T16:49:32.935Z","updated_at":"2024-03-19T16:49:32.935Z","repository_link":"https://github.com/drprojects/point_geometric_features/blob/main/setup.py","dependencies":[]}],"score":12.3000182583727,"created_at":"2025-09-08T21:00:53.784Z","updated_at":"2025-10-07T08:28:28.818Z","avatar_url":"https://github.com/drprojects.png","language":"C++","category":null,"sub_category":null,"monthly_downloads":843,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["partition"],"project_url":"https://science.ecosyste.ms/api/v1/projects/80830","html_url":"https://science.ecosyste.ms/projects/80830"}