{"id":23150544,"url":"https://github.com/sbasma/unet_svm_comparison","last_synced_at":"2025-07-18T17:34:12.892Z","repository":{"id":161618958,"uuid":"635824909","full_name":"sbAsma/UNet_SVM_comparison","owner":"sbAsma","description":"Performance comparison of pixel-based vs. object based semantic segmentation using original spectral information.","archived":false,"fork":false,"pushed_at":"2023-05-05T12:31:30.000Z","size":3567,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-04T14:44:43.546Z","etag":null,"topics":["image-classification","image-processing","svm","unet"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/sbAsma.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-05-03T14:29:33.000Z","updated_at":"2023-05-05T12:06:01.000Z","dependencies_parsed_at":"2023-05-06T00:47:33.771Z","dependency_job_id":null,"html_url":"https://github.com/sbAsma/UNet_SVM_comparison","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sbAsma/UNet_SVM_comparison","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sbAsma%2FUNet_SVM_comparison","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sbAsma%2FUNet_SVM_comparison/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sbAsma%2FUNet_SVM_comparison/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sbAsma%2FUNet_SVM_comparison/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sbAsma","download_url":"https://codeload.github.com/sbAsma/UNet_SVM_comparison/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sbAsma%2FUNet_SVM_comparison/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265801993,"owners_count":23830506,"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":["image-classification","image-processing","svm","unet"],"created_at":"2024-12-17T18:17:44.245Z","updated_at":"2025-07-18T17:34:12.870Z","avatar_url":"https://github.com/sbAsma.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# SVM vs. U-Net Semantic Segmentation for an Urban Area in Algeria\nThis is an improved version of the code used to generate the results of [1]. Please refer to [1] for more details. Please cite [1] if you are to use the dataset.\n\n\n\u003ca id=\"1\"\u003e[1]\u003c/a\u003e\nS. B. Asma, D. Abdelhamid and L. Youyou, \"U-Net Based Classification For Urban Areas In Algeria,\" 2020 \nMediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), Tunis, Tunisia, 2020, pp. 101-104, doi: 10.1109/M2GARSS47143.2020.9105283.\n\n## Dependencies\n- python == 3.7\n- numpy ==  1.21.6\n- pandas ==  1.3.5\n- sklearn ==  1.0.2\n- cv2 ==  3.4.2\n- matplotlib ==  3.1.3\n- tensorflow ==  2.3.1\n- keras ==  2.4.0\n- PIL ==  7.0.0\n- albumentations==0.4.3\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsbasma%2Funet_svm_comparison","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsbasma%2Funet_svm_comparison","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsbasma%2Funet_svm_comparison/lists"}