{"id":17460599,"url":"https://github.com/alejandromllo/laguerre-gauss-preprocessing","last_synced_at":"2025-04-14T18:39:34.939Z","repository":{"id":190055037,"uuid":"227881567","full_name":"AlejandroMllo/Laguerre-Gauss-Preprocessing","owner":"AlejandroMllo","description":"Laguerre-Gauss Preprocessing: Line Profiles as Image Features","archived":false,"fork":false,"pushed_at":"2020-07-12T00:54:25.000Z","size":45183,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-10-18T08:28:08.029Z","etag":null,"topics":["aerial-imagery","artificial-intelligence","image-classification","image-processing","knn-classifier","machine-learning","mlp-classifier","preprocessing"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AlejandroMllo.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2019-12-13T16:38:11.000Z","updated_at":"2022-06-10T09:52:07.000Z","dependencies_parsed_at":"2023-08-23T03:37:42.169Z","dependency_job_id":null,"html_url":"https://github.com/AlejandroMllo/Laguerre-Gauss-Preprocessing","commit_stats":null,"previous_names":["alejandromllo/laguerre-gauss-preprocessing"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlejandroMllo%2FLaguerre-Gauss-Preprocessing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlejandroMllo%2FLaguerre-Gauss-Preprocessing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlejandroMllo%2FLaguerre-Gauss-Preprocessing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlejandroMllo%2FLaguerre-Gauss-Preprocessing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AlejandroMllo","download_url":"https://codeload.github.com/AlejandroMllo/Laguerre-Gauss-Preprocessing/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248937886,"owners_count":21186312,"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"}},"keywords":["aerial-imagery","artificial-intelligence","image-classification","image-processing","knn-classifier","machine-learning","mlp-classifier","preprocessing"],"created_at":"2024-10-18T05:56:35.292Z","updated_at":"2025-04-14T18:39:34.911Z","avatar_url":"https://github.com/AlejandroMllo.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Laguerre-Gauss Preprocessing: Line Profiles as Images Features\n\n\nCode implementation of the results presented on *Laguerre-Gauss Preprocessing: Line Profiles\nas Images Features for Aerial Images Classification*.\n\nhttps://arxiv.org/abs/1912.06729\n\n\n## Usage\nUsing Python (v3.7.3) run the files MLP.py, kNN.py and CNN.py to test the results on the trained\nmodels using a _subsample_ of the test set of aerial images.\n\n\n### Subsample of test set\nThe folder @sample_test_data@ contains a randomly chosen subsample of the test set for aerial\nimages classification. The images are 64x64 RGB classified as 0 (nothing of interest: populations,\nrivers, forest, etc.) or 1 (something of interest: heavy machinery, boats, deforestation, etc.).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falejandromllo%2Flaguerre-gauss-preprocessing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falejandromllo%2Flaguerre-gauss-preprocessing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falejandromllo%2Flaguerre-gauss-preprocessing/lists"}