{"id":13507076,"url":"https://github.com/granularai/fabric","last_synced_at":"2025-03-30T07:32:03.151Z","repository":{"id":49142431,"uuid":"155847929","full_name":"granularai/fabric","owner":"granularai","description":"Urban change model designed to identify changes across 2 timestamps","archived":false,"fork":false,"pushed_at":"2023-09-07T13:38:23.000Z","size":204194,"stargazers_count":61,"open_issues_count":4,"forks_count":15,"subscribers_count":7,"default_branch":"igarss2019","last_synced_at":"2024-08-16T15:06:10.687Z","etag":null,"topics":["change-detection","cnn","deep-learning","pytorch","satellite-imagery","sentinel-2","unet","unet-3d"],"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/granularai.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":"2018-11-02T10:03:43.000Z","updated_at":"2024-08-16T15:06:10.688Z","dependencies_parsed_at":"2023-09-22T07:25:52.966Z","dependency_job_id":null,"html_url":"https://github.com/granularai/fabric","commit_stats":{"total_commits":134,"total_committers":3,"mean_commits":"44.666666666666664","dds":0.4701492537313433,"last_synced_commit":"cfde3647cd77e3191d58e89f870962c4b8e8b02d"},"previous_names":["granularai/changedetection"],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/granularai%2Ffabric","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/granularai%2Ffabric/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/granularai%2Ffabric/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/granularai%2Ffabric/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/granularai","download_url":"https://codeload.github.com/granularai/fabric/tar.gz/refs/heads/igarss2019","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246290550,"owners_count":20753724,"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":["change-detection","cnn","deep-learning","pytorch","satellite-imagery","sentinel-2","unet","unet-3d"],"created_at":"2024-08-01T02:00:22.092Z","updated_at":"2025-03-30T07:32:02.840Z","avatar_url":"https://github.com/granularai.png","language":"Jupyter Notebook","funding_links":[],"categories":["2 Code"],"sub_categories":["2.1 Multispectral"],"readme":"# Code for the paper \"Detecting Urban Changes with Recurrent Neural Networks from Multitemporal Sentinel-2 Data\" (Accepted in IGARSS 2019)\n\nThis is the github repository containing the code for the paper [\"Detecting Urban Changes with Recurrent Neural Networks from Multitemporal Sentinel-2 Data\"](https://sagarverma.github.io/others/CD_IGARSS_2019.pdf) by Maria Papadomanolaki, Sagar Verma, Maria Vakalopoulou, Siddharth Gupta, Konstantinos Karantzalos.\n\nMultiDate-LSTM code is available [here](https://github.com/mpapadomanolaki/UNetLSTM.git).\n\n## Requirements\nThe code has been tested on:\n\n- 4xNvidia P100 GPU\n- Ubuntu 18.04 LTS on 96 vCPUs and 240 GB of RAM (Large scale inference will be slower on other configurations)\n- [Pytorch](https://pytorch.org/) v0.4.0\n- Opencv 3.0\n\n\n## Urbanization detection output\n\u003cimg src=\"https://sagarverma.github.io/others/CD_IGARSS_2019.png\"\u003e\n\n## Multidate Sentinel-2 dataset\n\n1. [OSCD](https://rcdaudt.github.io/oscd/)\n2. [OSCD + Our Dates](https://engine.granular.ai/organizations/granular/projects/61916375b40d35cba31b0b29/overview)\n3. [Pretrained weight for Bi-Date Siamese Model](https://engine.granular.ai/organizations/granular/projects/61916375b40d35cba31b0b29/overview)\n\n\n## Contact\nFor any queries, please contact\n```\nSagar Verma: sagar@granular.ai\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgranularai%2Ffabric","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgranularai%2Ffabric","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgranularai%2Ffabric/lists"}