{"id":16705575,"url":"https://github.com/storopoli/solving-captchas","last_synced_at":"2025-04-11T15:41:15.520Z","repository":{"id":109924604,"uuid":"172061082","full_name":"storopoli/Solving-Captchas","owner":"storopoli","description":"Tensorflow Keras CNN to solve Captchas","archived":false,"fork":false,"pushed_at":"2019-02-22T12:17:44.000Z","size":20982,"stargazers_count":4,"open_issues_count":0,"forks_count":1,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-03-25T11:49:23.620Z","etag":null,"topics":["captcha","computer-vision","keras","keras-tensorflow","tensorflow"],"latest_commit_sha":null,"homepage":null,"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/storopoli.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-02-22T12:15:59.000Z","updated_at":"2024-12-21T04:06:04.000Z","dependencies_parsed_at":"2023-03-20T20:25:35.962Z","dependency_job_id":null,"html_url":"https://github.com/storopoli/Solving-Captchas","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/storopoli%2FSolving-Captchas","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/storopoli%2FSolving-Captchas/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/storopoli%2FSolving-Captchas/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/storopoli%2FSolving-Captchas/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/storopoli","download_url":"https://codeload.github.com/storopoli/Solving-Captchas/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248432948,"owners_count":21102475,"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","computer-vision","keras","keras-tensorflow","tensorflow"],"created_at":"2024-10-12T19:31:01.018Z","updated_at":"2025-04-11T15:41:12.553Z","avatar_url":"https://github.com/storopoli.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Solving Captchas\n\nFirst retrieved from: https://medium.com/@ageitgey/how-to-break-a-captcha-system-in-15-minutes-with-machine-learning-dbebb035a710\n\nUpdated to use only Keras as a TensorFlow module\n\n### Before you get started\n\nTo run these scripts, you need the following installed:\n\n1. Python 3\n2. OpenCV 3 w/ Python extensions\n - I highly recommend these OpenCV installation guides: \n   https://www.pyimagesearch.com/opencv-tutorials-resources-guides/ \n3. The python libraries listed in requirements.txt\n - Try running \"pip3 install -r requirements.txt\"\n\n### Step 1: Extract single letters from CAPTCHA images\n\nRun:\n\npython3 extract_single_letters_from_captchas.py\n\nThe results will be stored in the \"extracted_letter_images\" folder.\n\n\n### Step 2: Train the neural network to recognize single letters\n\nRun:\n\npython3 train_model.py\n\nThis will write out \"captcha_model.hdf5\" and \"model_labels.dat\"\n\n\n### Step 3: Use the model to solve CAPTCHAs!\n\nRun: \n\npython3 solve_captchas_with_model.py","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstoropoli%2Fsolving-captchas","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fstoropoli%2Fsolving-captchas","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstoropoli%2Fsolving-captchas/lists"}