{"id":17311301,"url":"https://github.com/dnth/self-supervised-timm","last_synced_at":"2025-03-27T01:13:36.136Z","repository":{"id":249823904,"uuid":"832649832","full_name":"dnth/self-supervised-timm","owner":"dnth","description":"Adapt TIMM backbone to your custom dataset with self-supervised learning in fastai","archived":false,"fork":false,"pushed_at":"2024-12-31T15:11:34.000Z","size":18974,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-25T18:12:25.168Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/dnth.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":"2024-07-23T12:54:01.000Z","updated_at":"2024-12-31T15:11:38.000Z","dependencies_parsed_at":"2024-08-15T16:32:56.746Z","dependency_job_id":null,"html_url":"https://github.com/dnth/self-supervised-timm","commit_stats":null,"previous_names":["dnth/self-supervised-timm"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dnth%2Fself-supervised-timm","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dnth%2Fself-supervised-timm/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dnth%2Fself-supervised-timm/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dnth%2Fself-supervised-timm/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dnth","download_url":"https://codeload.github.com/dnth/self-supervised-timm/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245761297,"owners_count":20667895,"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":"2024-10-15T12:40:04.189Z","updated_at":"2025-03-27T01:13:36.114Z","avatar_url":"https://github.com/dnth.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# self-supervised-timm\nAdapt TIMM backbone to your custom dataset with self-supervised learning and convert model into ONNX format for deployment.\n\n## Why?\nTIMM has a wide range of pre-trained models that can be used for transfer learning. However, the pre-trained models are trained on ImageNet dataset which may not be suitable for your custom dataset. \n\nThis repository provides a way to adapt TIMM backbone to your custom dataset with self-supervised learning and convert the model into ONNX format for deployment.\n\n## How?\nUsing self-supervised learning (SSL) we adapt the TIMM backbone to the custom dataset without any labels. Once the SSL training is done, we can optionally fine-tune the model with labels. Finally, we convert the model into ONNX format for deployment.\n\n## Dataset\n\nMVTec AD Zipper Images - https://www.kaggle.com/datasets/atthaariq/resized-zipper\n\n## Setting Up\nMake sure you have PyTorch installed. Next, install the required packages.\n\n```bash\npip install fastai timm onnx self-supervised\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdnth%2Fself-supervised-timm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdnth%2Fself-supervised-timm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdnth%2Fself-supervised-timm/lists"}