{"id":27957567,"url":"https://github.com/laion-ai/temporal-embedding-aggregation","last_synced_at":"2025-07-09T23:37:45.893Z","repository":{"id":40689745,"uuid":"507865143","full_name":"LAION-AI/temporal-embedding-aggregation","owner":"LAION-AI","description":"Aggregating embeddings over time ","archived":false,"fork":false,"pushed_at":"2023-01-19T17:26:08.000Z","size":125,"stargazers_count":31,"open_issues_count":21,"forks_count":4,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-05-07T18:13:37.852Z","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/LAION-AI.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}},"created_at":"2022-06-27T10:35:48.000Z","updated_at":"2024-08-06T14:41:26.000Z","dependencies_parsed_at":"2023-02-11T12:30:24.770Z","dependency_job_id":null,"html_url":"https://github.com/LAION-AI/temporal-embedding-aggregation","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/LAION-AI/temporal-embedding-aggregation","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAION-AI%2Ftemporal-embedding-aggregation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAION-AI%2Ftemporal-embedding-aggregation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAION-AI%2Ftemporal-embedding-aggregation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAION-AI%2Ftemporal-embedding-aggregation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LAION-AI","download_url":"https://codeload.github.com/LAION-AI/temporal-embedding-aggregation/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAION-AI%2Ftemporal-embedding-aggregation/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":264505354,"owners_count":23618927,"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":"2025-05-07T18:13:35.436Z","updated_at":"2025-07-09T23:37:45.877Z","avatar_url":"https://github.com/LAION-AI.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# temporal-embedding-aggregation\nExperimental repo for testing various ways of aggregating information across video frame embeddings\n\n\n## Kinetics700 Baseline results:\n\n### Zero-shot Classification:\n|                  | Accuracy |\n| ---------------- | -------- |\n|      Top-1       |   0.31   |\n|      Top-5       |   0.56   |\n| mean(Top1, Top5) |   0.44   |\n\n### Linear-probe Classification:\n\n|                  | Accuracy |\n| ---------------- | -------- |\n|      Top-1       |   0.41   |\n|      Top-5       |   0.65   |\n| mean(Top1, Top5) |   0.53   |\n\n# Notes:\n\nEmbeddingDatasetReader isn't in the current pip install version of clip_video_encode. Please install with ```python setup.py install``` from the cloned clip_video_encode repo.\n\nHuggingface load_dataset is not currently implemented for the CLIP-Kinetics700 dataset (https://github.com/iejMac/clip-video-encode/issues/14). Please use:\n\n```bash\ngit lfs install\ngit clone https://huggingface.co/datasets/iejMac/CLIP-Kinetics700\ncd CLIP-Kinetics700\ngit lfs pull\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flaion-ai%2Ftemporal-embedding-aggregation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flaion-ai%2Ftemporal-embedding-aggregation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flaion-ai%2Ftemporal-embedding-aggregation/lists"}