{"id":16333016,"url":"https://github.com/davidyslu/NumberPlateRecognition","last_synced_at":"2025-08-29T11:30:47.687Z","repository":{"id":93934266,"uuid":"140672225","full_name":"yungshenglu/NumberPlateRecognition","owner":"yungshenglu","description":"Recognize the number plate using TensorFlow in Python","archived":false,"fork":false,"pushed_at":"2019-03-27T04:47:27.000Z","size":2703,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2024-11-13T23:07:45.208Z","etag":null,"topics":["cnn-model","python","recognition","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/yungshenglu.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","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":"2018-07-12T06:41:41.000Z","updated_at":"2023-09-04T10:26:03.000Z","dependencies_parsed_at":"2023-05-11T12:00:46.261Z","dependency_job_id":null,"html_url":"https://github.com/yungshenglu/NumberPlateRecognition","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/yungshenglu%2FNumberPlateRecognition","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yungshenglu%2FNumberPlateRecognition/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yungshenglu%2FNumberPlateRecognition/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yungshenglu%2FNumberPlateRecognition/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yungshenglu","download_url":"https://codeload.github.com/yungshenglu/NumberPlateRecognition/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":231364149,"owners_count":18365408,"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":["cnn-model","python","recognition","tensorflow"],"created_at":"2024-10-10T23:34:04.337Z","updated_at":"2025-08-29T11:30:42.038Z","avatar_url":"https://github.com/yungshenglu.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Number Plate Recognition with TensorFlow\n\nThis repository is going to implement a simple number plate recognition using CNN model with TensorFlow. Please notice that this program can **only** recognize the pattern of the number plate as follow:\n\n![](https://i.imgur.com/IQdsTrX.jpg)\n\n* More information about [number plate recognition with Tensorflow](http://matthewearl.github.io/2016/05/06/cnn-anpr/)\n\n---\n## File Structure\n\n```bash\nNumberPlate_Recognition     # This is ./ in this repository\n|--- input/                 # Input image of number plate\n|--- output/                # Output image of number plate's recognition\n|--- common.py\n|--- detect.py\n|--- model.py\n```\n\n---\n## Prerequisite\n\n* Before executing, you need to install the following packages\n    * Install **OpenCV** using `pip`\n        ```bash\n        $ [sudo] pip install opencv-python\n        ```\n    * Install **TensorFlow** using `pip`\n        ```bash\n        $ [sudo] pip install -U tensorflow\n        ``` \n* When installing **TensorFlow**, you may meet the following problems. However, if install successfully, you can follow the execution\n    * Error message: `launchpadlib 1.10.3 requires testresources, which is not installed.`\n        ```bash\n        $ [sudo] pip install launchpadlib\n        ```\n    * Error message: `Cannot uninstall 'enum34'. ...`\n        ```bash\n        $ sudo apt-get remove python-enum34\n        ```\n\n---\n## Execution\n\n\u003e **NOTICE:** The image of number plate should be placed in the folder `./input/`\n\n* Execution\n    ```bash\n    # Make sure your current directory is \"src/\"\n    $ python detect.py t1.jpg weights.npz\n    $ python detect.py t2.jpg weights.npz\n    ```\n* Open the folder `./out/` to see the result of recognition. The filename of the result will same as the input file.\n    ```bash\n    $ ls out/\n    t1.jpg  t2.jpg\n    ```\n\n---\n## References\n\n* [TensorFlow](https://www.tensorflow.org/)\n* [opencv-python 3.4.1.15](https://pypi.org/project/opencv-python/)\n* [THE MNIST DATABASE](http://yann.lecun.com/exdb/mnist/)\n\n---\n## Contributor\n\n\u003e **NOTICE:** You can follow the contributing process [CONTRIBUTING.md](CONTRIBUTING.md) to join me. I am very welcome any issue!\n\n* [David Lu](https://github.com/yungshenglu)\n\n---\n## License\n\n[GNU GENERAL PUBLIC LICENSE Version 3](LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdavidyslu%2FNumberPlateRecognition","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdavidyslu%2FNumberPlateRecognition","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdavidyslu%2FNumberPlateRecognition/lists"}