{"id":19021205,"url":"https://github.com/ihsandevs/captcha-recognizer","last_synced_at":"2025-06-17T06:34:03.774Z","repository":{"id":209354851,"uuid":"723807010","full_name":"IhsanDevs/captcha-recognizer","owner":"IhsanDevs","description":null,"archived":false,"fork":false,"pushed_at":"2023-11-26T20:15:16.000Z","size":23,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-15T11:54:20.903Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/IhsanDevs.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":"2023-11-26T20:15:13.000Z","updated_at":"2023-11-26T20:16:06.000Z","dependencies_parsed_at":"2023-11-26T22:23:47.153Z","dependency_job_id":"ce16d357-85f0-46c5-9297-da53d7891636","html_url":"https://github.com/IhsanDevs/captcha-recognizer","commit_stats":null,"previous_names":["ihsandevs/captcha-recognizer"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/IhsanDevs%2Fcaptcha-recognizer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/IhsanDevs%2Fcaptcha-recognizer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/IhsanDevs%2Fcaptcha-recognizer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/IhsanDevs%2Fcaptcha-recognizer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/IhsanDevs","download_url":"https://codeload.github.com/IhsanDevs/captcha-recognizer/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":240065434,"owners_count":19742504,"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":[],"created_at":"2024-11-08T20:20:36.465Z","updated_at":"2025-02-21T18:24:10.606Z","avatar_url":"https://github.com/IhsanDevs.png","language":"Python","readme":"Introduce\n=========\nImage recognition captchas using TensorFlow, no need image segmentation, run on Ubuntu 18.04, Python 3.10, Tensorflow 2.10.0, Numpy 1.23.4\n\n![captcha](https://raw.githubusercontent.com/PatrickLib/captcha_recognition/master/data/test_data/1ab2s_num286.jpg)![captcha](https://raw.githubusercontent.com/PatrickLib/captcha_recognition/master/data/test_data/1ezx8_num398.jpg)![captcha](https://raw.githubusercontent.com/PatrickLib/captcha_recognition/master/data/test_data/1iv22_num346.jpg)![captcha](https://raw.githubusercontent.com/PatrickLib/captcha_recognition/master/data/test_data/1kxw2_num940.jpg)![captcha](https://raw.githubusercontent.com/PatrickLib/captcha_recognition/master/data/test_data/3mtj9_num765.jpg)![captcha](https://raw.githubusercontent.com/PatrickLib/captcha_recognition/master/data/test_data/1vuy5_num17.jpg)\n\nAccuracy is directly related to generated Training data size and the Learning steps number.\nFor example, \ncaptcha generator: https://github.com/Gregwar/CaptchaBundle\n \nDependence\n==========\n### python 2.7\n### Anaconda2 4.3.1\nhttps://www.continuum.io/downloads#linux\n### TensorFlow 1.1\nhttps://github.com/tensorflow/tensorflow\n### captcha\nhttps://pypi.python.org/pypi/captcha/0.1.1\n\nUsage\n=====\n## 1.prepare captchas\nput your own captchas in **\u003ccurrent_dir\u003e/data/train_data/** for training, **\u003ccurrent_dir\u003e/data/valid_data/** for evaluating and **\u003ccurrent_dir\u003e/data/test_data/** for recognize testing, images file name must be **label_\\*.jpg** or **label_\\*.png** and recommend size **128x48**. you can also use default generation:\n```\npython captcha_gen_default.py\n```\n\n## 2.convert dataset to tfrecords\nthe result file will be **\u003ccurrent_dir\u003e/data/train.tfrecord** and **\u003ccurrent_dir\u003e/data/valid.tfrecord**\n```\npython captcha_records.py\n```\n\n## 3.training\ntrain and evaluate neural network on CPU or one single GPU\n```\npython captcha_train.py\n```\nyou can also train over multiple GPUs\n```\npython captcha_multi_gpu_train.py\n```\n\n## 4.evaluate\n```\npython captcha_eval.py\n```\n\n## 5.recognize\nread captchas from **\u003ccurrent_dir\u003e/data/test_data/** for recogition\n```\npython captcha_recognize.py\n```\nresult like this\n```\n...\nimage WFPMX_num552.png recognize ----\u003e 'WFPMX'\nimage QUDKM_num468.png recognize ----\u003e 'QUDKM'\n```\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fihsandevs%2Fcaptcha-recognizer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fihsandevs%2Fcaptcha-recognizer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fihsandevs%2Fcaptcha-recognizer/lists"}