{"id":14958883,"url":"https://github.com/jefferyustc/captcha-identifier","last_synced_at":"2025-10-24T16:30:24.811Z","repository":{"id":35038158,"uuid":"160124252","full_name":"jefferyUstc/Captcha-Identifier","owner":"jefferyUstc","description":"Image Captcha Solving Using TensorFlow and CNN Model，with self-labeling image Dataset crawled from a website，free to download my Dataset for  self-learning. accuracy 95%+","archived":false,"fork":false,"pushed_at":"2022-11-21T21:27:25.000Z","size":383,"stargazers_count":20,"open_issues_count":3,"forks_count":6,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-31T02:41:11.439Z","etag":null,"topics":["captcha-recognition","captcha-solver","captcha-solving","tensorflow-experiments"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jefferyUstc.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}},"created_at":"2018-12-03T02:58:55.000Z","updated_at":"2023-12-11T12:05:44.000Z","dependencies_parsed_at":"2023-01-15T12:31:46.739Z","dependency_job_id":null,"html_url":"https://github.com/jefferyUstc/Captcha-Identifier","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/jefferyUstc%2FCaptcha-Identifier","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jefferyUstc%2FCaptcha-Identifier/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jefferyUstc%2FCaptcha-Identifier/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jefferyUstc%2FCaptcha-Identifier/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jefferyUstc","download_url":"https://codeload.github.com/jefferyUstc/Captcha-Identifier/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237999447,"owners_count":19399882,"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":["captcha-recognition","captcha-solver","captcha-solving","tensorflow-experiments"],"created_at":"2024-09-24T13:18:26.869Z","updated_at":"2025-10-24T16:30:24.361Z","avatar_url":"https://github.com/jefferyUstc.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# CaptchaIdentifier\nImage Captcha Solving Using TensorFlow and CNN Model，with self-labeling image Dataset，free to download my Dataset for  self-learning. accuracy 95%+.\n\n\u0026emsp;\n\nNote:this implementation, in some way, is kind of  rough, but effective. hope to motivate your inspiration to do better work. \n\n# Description\n\n- original Data\n\n  * raw_img shape:100*120\n\n  ​\t\t\t\t\t\t\t![goko](./img/goko.png)![goko](./img/ijyp.png)\n\n- preprocessed Data\n\n  * preprocessed_img shape:100\\*120*1\n\n\u0026emsp;\u0026emsp;![from screen shoot, so it's look bigger](./img/processed.png)\n\n- Network-structure\n\n![](./img/graph_large_attrs_key=_too_large_attrs\u0026limit_attr_size=1024\u0026run=.png)\n\n- accuracy\n\n![](./img/acc.png)\n\n\u0026emsp;\u0026emsp;after training, the accuracy is 95%+, managing to identify complex captchas, as below:\n\n![](./img/sp181204_193553.png)\n\n\n\n# DataSet\n\n\u0026emsp;\u0026emsp;Happy to contribute the dataSet, images are from a real website, labling by tired  eyes and numb hands, so if you think it can do some kind of help,  star it. Thank you! download the data by [Baidu Pan](https://pan.baidu.com/s/1iK3D0sDkbM6_u-LKpgs2Yg),\n\nsharing code is: `oacx`，enjoy!\n\n# contact\n\nIf any question, you can contact me: jeffery_cpu@163.cm\n\nlast-update:2019/01/06","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjefferyustc%2Fcaptcha-identifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjefferyustc%2Fcaptcha-identifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjefferyustc%2Fcaptcha-identifier/lists"}