{"id":34652339,"url":"https://github.com/author31/license_plate_detection","last_synced_at":"2026-05-26T22:03:38.634Z","repository":{"id":203987206,"uuid":"545429492","full_name":"author31/license_plate_detection","owner":"author31","description":"This repository aims to re-implement a well-known object detection method FasterRCNN using fastai.","archived":false,"fork":false,"pushed_at":"2022-10-15T08:14:25.000Z","size":9229,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2023-10-27T16:32:33.931Z","etag":null,"topics":["deep-learning","fastai","nbdev","object-detection","plate-detection","re-implementation"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/author31.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}},"created_at":"2022-10-04T11:01:52.000Z","updated_at":"2023-10-27T16:32:36.916Z","dependencies_parsed_at":null,"dependency_job_id":"17451206-8b71-4ffe-8e52-516d25738949","html_url":"https://github.com/author31/license_plate_detection","commit_stats":null,"previous_names":["author31/license_plate_detection"],"tags_count":null,"template":null,"template_full_name":null,"purl":"pkg:github/author31/license_plate_detection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/author31%2Flicense_plate_detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/author31%2Flicense_plate_detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/author31%2Flicense_plate_detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/author31%2Flicense_plate_detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/author31","download_url":"https://codeload.github.com/author31/license_plate_detection/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/author31%2Flicense_plate_detection/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33540618,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"ssl_error","status_checked_at":"2026-05-26T15:22:15.568Z","response_time":63,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: 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":["deep-learning","fastai","nbdev","object-detection","plate-detection","re-implementation"],"created_at":"2025-12-24T17:57:42.001Z","updated_at":"2026-05-26T22:03:38.627Z","avatar_url":"https://github.com/author31.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"License Plate Detection\n================\n\n\u003c!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! --\u003e\n\n## Install\n\n`pip install license_plate_detection`\n\n## How to use\n\n### Download the dataset\n\nDownload the dataset from https://github.com/detectRecog/CCPD and put\nall of that into a directory. There is a ./exp/license_ds.csv file\ncontains only samples of ccpd_base directory (there are few other of\nccpd\\_\\* for other weather conditions) which is for faster data loading\nin fastai. For simplicity, I only used ccpd_base.\n\n### Experimenting\n\n- There is a notebook named /exps/faster_rcnn.ipynb that illustrates a\n  whole training neural workflow from loading dataset to inference\n\n### TODO\n\n- Model haven’t been well trained, there must be some wrong\n  implemtations\n- Improve NMS operation, the current stage of region refinement of RPN\n  is lack of NMS because the pure NMS is slow which may affects the\n  speed of training\n- Add OCR feature for detecting the license plate number of each\n  predictions\n- Add RPN config for easier customization\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fauthor31%2Flicense_plate_detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fauthor31%2Flicense_plate_detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fauthor31%2Flicense_plate_detection/lists"}