{"id":18658181,"url":"https://github.com/mrpranavr/building_defect_detection_app","last_synced_at":"2026-01-27T12:37:24.389Z","repository":{"id":209316824,"uuid":"454714849","full_name":"mrpranavr/Building_defect_detection_app","owner":"mrpranavr","description":"An application that detects defects in buildings live using a image classification deep learning model ","archived":false,"fork":false,"pushed_at":"2022-02-02T10:25:15.000Z","size":33633,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-01T10:27:26.031Z","etag":null,"topics":["flask-application","opencv-python","tensorflow"],"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/mrpranavr.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":"2022-02-02T09:38:38.000Z","updated_at":"2023-08-17T13:48:06.000Z","dependencies_parsed_at":"2023-11-26T16:49:26.582Z","dependency_job_id":null,"html_url":"https://github.com/mrpranavr/Building_defect_detection_app","commit_stats":null,"previous_names":["mrpranavr/building_defect_detection_app"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mrpranavr/Building_defect_detection_app","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FBuilding_defect_detection_app","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FBuilding_defect_detection_app/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FBuilding_defect_detection_app/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FBuilding_defect_detection_app/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mrpranavr","download_url":"https://codeload.github.com/mrpranavr/Building_defect_detection_app/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FBuilding_defect_detection_app/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28813215,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-27T12:25:15.069Z","status":"ssl_error","status_checked_at":"2026-01-27T12:25:05.297Z","response_time":168,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["flask-application","opencv-python","tensorflow"],"created_at":"2024-11-07T07:31:52.372Z","updated_at":"2026-01-27T12:37:24.373Z","avatar_url":"https://github.com/mrpranavr.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003chead\u003e\n  \u003ch1 align = \"center\"\u003e\u003cb\u003eBuilding Defect Detector\u003c/b\u003e\u003c/h1\u003e\u003cbr\u003e\n\u003c/head\u003e\n\u003cp align = \"center\"\u003e\n  This is a application that makes use of image classification in order to \u003cb\u003edetect building defects\u003c/b\u003e through a \u003cb\u003elive camera\u003c/b\u003e. Transfer\n  learning is used for the deep learning model.\n  \n  \u0026nbsp;\n  \u003cbr\u003e\n  \u003cp align = \"center\"\u003e\n  \u003cimg src = \"Project logo.png\" width = 30%\u003e    \n\u003c/p\u003e\n  \n## About the project\n  This project in its core is a \u003cb\u003eimage classification model\u003c/b\u003e that can detect defects in a building. These defects are \u003cb\u003eRoof defect, cracks defect and flakes on surfaces.\u003c/b\u003e In order for users to use the model easily, I have incorporated the model into a application with a GUI that once excecuted, runs on the local network of the device. \n  \n  It has an option to \u003cb\u003eopen the webcam\u003c/b\u003e of the user's device. This in turn opens a new window showing the live camera feedback. The predictions can also be seen live on that same window. In other words, the user can see live prediction of the shown defects on the video screen itself.\n  \n  \n  ## Needed python packages\n  \n  - Tensorflow (latest version 2.7)\n  - Flask\n  - OpenCV \n  - Numpy\n  - Matplotlib\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmrpranavr%2Fbuilding_defect_detection_app","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmrpranavr%2Fbuilding_defect_detection_app","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmrpranavr%2Fbuilding_defect_detection_app/lists"}