{"id":15692530,"url":"https://github.com/sayakpaul/vision-transformers-tf","last_synced_at":"2025-05-08T02:42:43.509Z","repository":{"id":106650325,"uuid":"541111696","full_name":"sayakpaul/vision-transformers-tf","owner":"sayakpaul","description":"A non-exhaustive collection of vision transformer models implemented in TensorFlow. ","archived":false,"fork":false,"pushed_at":"2022-09-25T09:07:58.000Z","size":7,"stargazers_count":10,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-31T16:52:28.176Z","etag":null,"topics":["inductive-biases","keras","recognition","segmentation","tensorflow","transformers","vision"],"latest_commit_sha":null,"homepage":"","language":null,"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/sayakpaul.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":"2022-09-25T08:59:20.000Z","updated_at":"2024-06-30T11:45:48.000Z","dependencies_parsed_at":null,"dependency_job_id":"d33b910d-836b-4556-a61f-80826a270717","html_url":"https://github.com/sayakpaul/vision-transformers-tf","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/sayakpaul%2Fvision-transformers-tf","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2Fvision-transformers-tf/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2Fvision-transformers-tf/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2Fvision-transformers-tf/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sayakpaul","download_url":"https://codeload.github.com/sayakpaul/vision-transformers-tf/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252989674,"owners_count":21836662,"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":["inductive-biases","keras","recognition","segmentation","tensorflow","transformers","vision"],"created_at":"2024-10-03T18:34:49.963Z","updated_at":"2025-05-08T02:42:43.487Z","avatar_url":"https://github.com/sayakpaul.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# vision-transformers-tf\n\nThis repository contains a **non-exhaustive** collection of vision transformer models implemented in TensorFlow by me. Not to confuse with the original Vision Transformers paper [1], the architectures implemented here are generally referred to as Vision Transformers since they make use of Transformers in some way or the other for the vision modality. \n\n## Transformer (-inspired) architectures for Computer Vision\n\n* [ViT](https://github.com/sayakpaul/probing-vits/blob/main/notebooks/load-jax-weights-vitb16.ipynb)\n* [DeiT](https://github.com/sayakpaul/deit-tf/)\n* [Swin](https://github.com/sayakpaul/swin-transformers-tf)\n* [CaiT](https://github.com/sayakpaul/cait-tf)\n* [MobileViT](https://huggingface.co/docs/transformers/main/en/model_doc/mobilevit)\n* [CCT](https://keras.io/examples/vision/cct)\n* [ViT MAE (with Aritra Roy Gosthipaty)](https://huggingface.co/docs/transformers/main/en/model_doc/vit_mae)\n* [ViT MSN](https://huggingface.co/docs/transformers/main/en/model_doc/vit_msn)\n* [ViT data2vec](https://huggingface.co/docs/transformers/main/en/model_doc/data2vec)\n* [SegFormer](https://huggingface.co/docs/transformers/main/en/model_doc/segformer)\n\n\n## References\n\n[1] Dosovitskiy, Alexey, et al. An Image Is Worth 16x16 Words: Transformers for Image Recognition at Scale. arXiv, 3 June 2021. arXiv.org, https://doi.org/10.48550/arXiv.2010.11929.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsayakpaul%2Fvision-transformers-tf","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsayakpaul%2Fvision-transformers-tf","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsayakpaul%2Fvision-transformers-tf/lists"}