{"url":"/task/few-shot-temporal-action-localization","name":"Few Shot Temporal Action Localization","slug":"few-shot-temporal-action-localization","description_markdown":"Detect Action using few labeled samples","categories":[{"name":"Computer Vision","url":"/area/computer-vision"},{"name":"Time Series","url":"/area/time-series"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":5,"papers_with_code":2,"benchmarks":2,"benchmark_tables_in_archive":2,"benchmark_tables_shown":2,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":2,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/few-shot-temporal-action-localization-on","slug":"few-shot-temporal-action-localization-on","dataset":"ActivityNet","dataset_url":"/dataset/activitynet","rows_in_archive":1,"metrics":["mIoU"],"first_row_in_archive_order":{"model":"FS-QAT","paper_title":"Few-Shot Temporal Action Localization with Query Adaptive Transformer","paper_url":"/paper/few-shot-temporal-action-localization-with","paper_date":"2021-10-20","arxiv_id":"2110.10552","code_links":[{"title":"sauradip/fewshotQAT","url":"https://github.com/sauradip/fewshotQAT"}],"syntology":null}},{"leaderboard":"/sota/few-shot-temporal-action-localization-on-1","slug":"few-shot-temporal-action-localization-on-1","dataset":"THUMOS14","dataset_url":"/dataset/thumos14-1","rows_in_archive":1,"metrics":["mIoU"],"first_row_in_archive_order":{"model":"FS-QAT","paper_title":"Few-Shot Temporal Action Localization with Query Adaptive Transformer","paper_url":"/paper/few-shot-temporal-action-localization-with","paper_date":"2021-10-20","arxiv_id":"2110.10552","code_links":[{"title":"sauradip/fewshotQAT","url":"https://github.com/sauradip/fewshotQAT"}],"syntology":null}}],"datasets":[{"url":"/dataset/activitynet","name":"ActivityNet","full_name":"","num_papers_in_archive":807},{"url":"/dataset/thumos14-1","name":"THUMOS14","full_name":"","num_papers_in_archive":318}],"subtasks":[],"parent_tasks":[{"url":"/task/action-detection","name":"Action Detection"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":2,"of":2,"tagged_in_all":5,"items":[{"url":"/paper/fmi-tal-few-shot-multiple-instances-temporal","title":"FMI-TAL: Few-shot Multiple Instances Temporal Action Localization by Probability Distribution Learning and Interval Cluster Refinement","date":"2024-08-25","arxiv_id":"2408.13765","repositories_listed":1,"syntology":null},{"url":"/paper/few-shot-temporal-action-localization-with","title":"Few-Shot Temporal Action Localization with Query Adaptive Transformer","date":"2021-10-20","arxiv_id":"2110.10552","repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}