{"id":18655978,"url":"https://github.com/prgrmcode/ai-image-classification-good-bad","last_synced_at":"2026-05-05T15:34:28.712Z","repository":{"id":218435996,"uuid":"746381688","full_name":"prgrmcode/AI-image-classification-Good-Bad","owner":"prgrmcode","description":"This is a project to classify images from QA dataset from the AI4IM project.","archived":false,"fork":false,"pushed_at":"2024-09-30T23:49:22.000Z","size":259,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-12-27T14:41:31.004Z","etag":null,"topics":["cnn-classification","deep-learning","keras","python3","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/prgrmcode.png","metadata":{"files":{"readme":"README.md","changelog":"history/history_combined_model_limited10.json","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}},"created_at":"2024-01-21T21:52:01.000Z","updated_at":"2024-09-30T23:49:24.000Z","dependencies_parsed_at":"2024-01-21T23:43:27.640Z","dependency_job_id":null,"html_url":"https://github.com/prgrmcode/AI-image-classification-Good-Bad","commit_stats":null,"previous_names":["prgrmcode/ai-image-classification-good-bad"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prgrmcode%2FAI-image-classification-Good-Bad","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prgrmcode%2FAI-image-classification-Good-Bad/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prgrmcode%2FAI-image-classification-Good-Bad/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prgrmcode%2FAI-image-classification-Good-Bad/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/prgrmcode","download_url":"https://codeload.github.com/prgrmcode/AI-image-classification-Good-Bad/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239470863,"owners_count":19644199,"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-classification","deep-learning","keras","python3","tensorflow"],"created_at":"2024-11-07T07:21:06.889Z","updated_at":"2025-11-05T20:30:29.419Z","avatar_url":"https://github.com/prgrmcode.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AI-image-classification-Good-Bad\n\n_This is a project to classify images from QA dataset from the AI4IM project._\n\nUsing QA camera images of injection moulded products.\n\nThe data set consists of QA images of (a part of the) products taken by 4 different cameras, from 4 different directions.\n\n![classification](https://github.com/user-attachments/assets/318c66ff-73df-448a-a083-0036cd953fc6)\n\n- The training images are labelled (grouped in different folders, by camera; good or bad).\n\n---\n\n![model accuracy](image.png)\n\n![model loss](image-1.png)\n\n---\n\n![results](results.PNG)\n\n---\n\n---\n\n## to use locally; conda environment setup env_tf\n\n### Tensorflow GPU on Windows Native\n\nhttps://www.tensorflow.org/install/pip#windows-native:\n\n```\nconda create --name condaenv-tf python=3.9\nconda activate condaenv-tf\n\nconda install -c conda-forge cudatoolkit=11.2 cudnn=8.1.0\npip install --upgrade pip\n```\n\n### Anything above 2.10 is not supported on the GPU on Windows Native\n\n```\npip install \"tensorflow\u003c2.11\"\n```\n\n### Verify the GPU setup:\n\n```\npython -c \"import tensorflow as tf; print(tf.config.list_physical_devices('GPU'))\"\n```\n\n### Should return something like:\n\n```\n[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprgrmcode%2Fai-image-classification-good-bad","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fprgrmcode%2Fai-image-classification-good-bad","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprgrmcode%2Fai-image-classification-good-bad/lists"}