{"id":24570388,"url":"https://github.com/borhanmorphy/prototypical-networks","last_synced_at":"2025-04-22T20:42:26.640Z","repository":{"id":204569488,"uuid":"712161343","full_name":"borhanMorphy/prototypical-networks","owner":"borhanMorphy","description":"Prototypical Networks for Few-shot Learning","archived":false,"fork":false,"pushed_at":"2024-07-23T07:55:25.000Z","size":117,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-29T18:41:26.956Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/borhanMorphy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2023-10-30T23:13:47.000Z","updated_at":"2024-07-23T07:54:39.000Z","dependencies_parsed_at":"2024-07-23T09:36:40.483Z","dependency_job_id":null,"html_url":"https://github.com/borhanMorphy/prototypical-networks","commit_stats":null,"previous_names":["borhanmorphy/prototypical-networks"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/borhanMorphy%2Fprototypical-networks","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/borhanMorphy%2Fprototypical-networks/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/borhanMorphy%2Fprototypical-networks/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/borhanMorphy%2Fprototypical-networks/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/borhanMorphy","download_url":"https://codeload.github.com/borhanMorphy/prototypical-networks/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250320453,"owners_count":21411371,"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":"2025-01-23T16:19:32.822Z","updated_at":"2025-04-22T20:42:26.621Z","avatar_url":"https://github.com/borhanMorphy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ProtoNet\n\n**\u0026mdash; PyTorch implementations of the ProtoNet variations**\n\n\u003c!-- TODO add badges --\u003e\n\n\u003cimg src=\"/resources/prototypes.png\"/\u003e\n\n## Contents\n\n- [Installation](#installation)\n- [Supported ProtoNets](#supported-protonets)\n- [References](#references)\n- [Citations](#citations)\n\n## Installation\n\n```\ngit clone https://github.com/borhanMorphy/prototypical-networks.git\ncd prototypical-networks\npip install .\n```\n\n## Supported ProtoNets\n\n|       Name       | Extra Parameters |  Training Metric  | Inference Metric  |\n| :--------------: | :--------------: | :---------------: | :---------------: |\n|   **ProtoNet**   |        No        | squared euclidean | squared euclidean |\n| **SEN-ProtoNet** |        No        |        sen        |      cosine       |\n|    **TapNet**    |       Yes        | squared euclidean | squared euclidean |\n\n## References\n\n### ProtoNet\n\n- [Official Implementation](https://github.com/jakesnell/prototypical-networks)\n- [Paper](https://arxiv.org/pdf/1703.05175.pdf)\n\n### SEN ProtoNet\n\n- [Paper](https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123680120.pdf)\n\n### TapNet\n\n- [Official Implementation](https://github.com/istarjun/TapNet)\n- [Paper](https://arxiv.org/pdf/1905.06549.pdf)\n\n## Citations\n\n```bibtex\n@inproceedings{snell2017prototypical,\n  title={Prototypical Networks for Few-shot Learning},\n  author={Snell, Jake and Swersky, Kevin and Zemel, Richard},\n  booktitle={Advances in Neural Information Processing Systems},\n  year={2017}\n }\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fborhanmorphy%2Fprototypical-networks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fborhanmorphy%2Fprototypical-networks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fborhanmorphy%2Fprototypical-networks/lists"}