{"url":"/task/human-object-interaction-anticipation","name":"Human-Object Interaction Anticipation","slug":"human-object-interaction-anticipation","description_markdown":"Human-Object Interaction (HOI) Anticipation is the task of predicting \"a set of interactions\" in a video that will happen in the future, which involves the i) localization of the subject (i.e., humans) and target (i.e., objects) of interaction, and ii) the classification of the interaction labels.","categories":[{"name":"Computer Vision","url":"/area/computer-vision"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":3,"papers_with_code":2,"benchmarks":1,"benchmark_tables_in_archive":1,"benchmark_tables_shown":1,"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":1,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/human-object-interaction-anticipation-on","slug":"human-object-interaction-anticipation-on","dataset":"VidHOI","dataset_url":"/dataset/vidhoi","rows_in_archive":3,"metrics":["Person-wise Top5: t=1(mAP@0.5)","Person-wise Top5: t=3(mAP@0.5)","Person-wise Top5: t=5(mAP@0.5)"],"first_row_in_archive_order":{"model":"HOI4ABOT","paper_title":"HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTs","paper_url":"/paper/hoi4abot-human-object-interaction","paper_date":"2023-09-28","arxiv_id":"2309.16524","code_links":[],"syntology":null}}],"datasets":[{"url":"/dataset/vidhoi","name":"VidHOI","full_name":"","num_papers_in_archive":7}],"subtasks":[],"parent_tasks":[],"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":3,"items":[{"url":"/paper/human-object-interaction-prediction-in-videos","title":"Human-Object Interaction Prediction in Videos through Gaze Following","date":"2023-06-06","arxiv_id":"2306.03597","repositories_listed":1,"syntology":{"n":4,"n_ran":0,"n_unverified":4,"n_pointer_only":0}},{"url":"/paper/st-hoi-a-spatial-temporal-baseline-for-human","title":"ST-HOI: A Spatial-Temporal Baseline for Human-Object Interaction Detection in Videos","date":"2021-05-25","arxiv_id":"2105.11731","repositories_listed":1,"syntology":{"n":4,"n_ran":1,"n_unverified":3,"n_pointer_only":4}}],"syntology_records":2,"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"}}