{"id":15025875,"url":"https://github.com/zeusees/license-plate-detector","last_synced_at":"2025-05-16T06:04:29.717Z","repository":{"id":40612706,"uuid":"112597920","full_name":"zeusees/License-Plate-Detector","owner":"zeusees","description":"基于Yolov5车牌检测,更快更准.","archived":false,"fork":false,"pushed_at":"2022-02-07T03:01:39.000Z","size":72425,"stargazers_count":1230,"open_issues_count":33,"forks_count":398,"subscribers_count":37,"default_branch":"master","last_synced_at":"2025-05-16T06:04:04.042Z","etag":null,"topics":["deep-learning","ncnn","plate-detection","retinaface"],"latest_commit_sha":null,"homepage":"http://www.zeusee.com","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/zeusees.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}},"created_at":"2017-11-30T10:25:17.000Z","updated_at":"2025-05-12T11:52:54.000Z","dependencies_parsed_at":"2022-07-14T04:00:38.978Z","dependency_job_id":null,"html_url":"https://github.com/zeusees/License-Plate-Detector","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeusees%2FLicense-Plate-Detector","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeusees%2FLicense-Plate-Detector/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeusees%2FLicense-Plate-Detector/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeusees%2FLicense-Plate-Detector/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zeusees","download_url":"https://codeload.github.com/zeusees/License-Plate-Detector/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254478186,"owners_count":22077675,"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":["deep-learning","ncnn","plate-detection","retinaface"],"created_at":"2024-09-24T20:03:12.346Z","updated_at":"2025-05-16T06:04:29.670Z","avatar_url":"https://github.com/zeusees.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# License Plate Detection with Yolov5\n\n距离上次车牌检测模型更新已经过了一年多的时间，这段时间也有很多快速、准确的模型提出，我们利用单物体检测算法Yolov5进行了车牌检测模型的训练，通过测试，检测效果和适用性都更突出，支持的模型也更为丰富。\n\n我们开源版本的检测算法经过了多个版本迭代，考虑到检测的效率跟准确率，原始版本逐步淘汰，从最初的基于LBP和Harr特征的车牌检测，感兴趣的小伙伴可以参考train-detector(https://github.com/openalpr/train-detector) 这个仓库；到后来逐步的采用深度学习的方式，包括基于mobilenet-ssd的算法进行检测(https://gitee.com/zeusees/Mobilenet-SSD-License-Plate-Detection) ，基于Retinaface框架进行检测（ https://gitee.com/zeusees/license-plate-detector ），后续请尽量采用新模型进行测试。\n\n该版本的检测模型的训练，结合了CCPD数据集跟我们自有的数据，能够做到更多车牌种类的支持。\n\n### Pytorch模型测试\n##### Clone and install\n1. git clone https://github.com/zeusees/License-Plate-Detector.git\n\n2. Pytorch version 1.7.0 \n\n3. Python 3.8\n\n4. python detect_plate.py\n\n\n### 基于C++的NCNN模型测试\n##### Source Code Compile\n1. cd Prj-ncnn\n\n2. cmake .\n\n3. make\n\n\n### 支持车牌种类\n\n- 蓝色单层车牌\n- 黄色单层车牌\n- 绿色新能源车牌、民航车牌\n- 黑色单层车牌\n- 白色警牌、军牌、武警车牌\n- 黄色双层车牌\n- 绿色农用车牌\n- 白色双层军牌\n\n\n### 测试结果\n\n![](imgs/res.jpg)\n\n\n### 参考\n- [基于OpenCV和ONNXRuntime工程](https://github.com/hpc203/yolov5-detect-car_plate_corner)\n- [yolov5-face](https://github.com/deepcam-cn/yolov5-face)\n- [CCPD](https://github.com/detectRecog/CCPD)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzeusees%2Flicense-plate-detector","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzeusees%2Flicense-plate-detector","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzeusees%2Flicense-plate-detector/lists"}