{"url":"/dataset/win-fail-action-understanding","name":"Win-Fail Action Understanding","full_name":"Win-Fail Action Understanding","description_markdown":"First  of  its  kind paired win-fail action understanding dataset with samples from  the  following  domains:  “General  Stunts,”  “Internet Wins-Fails,”  “Trick  Shots,”  &  “Party  Games.” The task is to identify successful and failed attempts at various activities. Unlike existing  action  recognition  datasets,  intra-class  variation is  high  making  the  task  challenging,  yet  feasible.","description_withheld":null,"homepage":"https://github.com/ParitoshParmar/Win-Fail-Action-Recognition","introduced_date":"2021-02-15","introduced_date_note":null,"introduced_by":{"paper":"/paper/win-fail-action-recognition","title":"Win-Fail Action Recognition","first_author":"Paritosh Parmar","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Action Recognition","url":"/task/action-recognition-in-videos","datasets_with_task":"/datasets/task/action-recognition-in-videos"},{"name":"Video Retrieval","url":"/task/video-retrieval","datasets_with_task":"/datasets/task/video-retrieval"},{"name":"Action Classification","url":"/task/action-classification","datasets_with_task":"/datasets/task/action-classification"},{"name":"Action Recognition In Videos","url":"/task/action-recognition-in-videos-2","datasets_with_task":"/datasets/task/action-recognition-in-videos-2"},{"name":"Video Understanding","url":"/task/video-understanding","datasets_with_task":"/datasets/task/video-understanding"},{"name":"Video Classification","url":"/task/video-classification","datasets_with_task":"/datasets/task/video-classification"},{"name":"Human-Object Interaction Detection","url":"/task/human-object-interaction-detection","datasets_with_task":"/datasets/task/human-object-interaction-detection"},{"name":"Action Understanding","url":"/task/action-understanding","datasets_with_task":"/datasets/task/action-understanding"},{"name":"Video Recognition","url":"/task/video-recognition","datasets_with_task":"/datasets/task/video-recognition"},{"name":"Human-Object-interaction motion tracking","url":"/task/human-object-interaction-motion-tracking","datasets_with_task":"/datasets/task/human-object-interaction-motion-tracking"},{"name":"Text-to-video search","url":"/task/text-to-video-search","datasets_with_task":"/datasets/task/text-to-video-search"}],"languages":[],"variants":["Win-Fail Action Understanding"],"data_loaders":[{"repo":"https://github.com/ParitoshParmar/Win-Fail-Action-Recognition","url":"https://github.com/ParitoshParmar/Win-Fail-Action-Recognition","frameworks":[]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/action-recognition-on-win-fail-action","task":"Action Recognition","dataset_variant":"Win-Fail Action Understanding","rows":1,"metrics":["2-Class Accuracy"],"first_row_in_archive_order":{"model":"2DCNN+TRN","paper":"/paper/win-fail-action-recognition","metrics":{"2-Class Accuracy":"75.74%"},"code_links":[{"title":"ParitoshParmar/Win-Fail-Action-Recognition","url":"https://github.com/ParitoshParmar/Win-Fail-Action-Recognition"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/action-understanding-on-win-fail-action","task":"Action Understanding","dataset_variant":"Win-Fail Action Understanding","rows":1,"metrics":["2-Class Accuracy"],"first_row_in_archive_order":{"model":"2DCNN+TRN","paper":"/paper/win-fail-action-recognition","metrics":{"2-Class Accuracy":"75.74 %"},"code_links":[{"title":"ParitoshParmar/Win-Fail-Action-Recognition","url":"https://github.com/ParitoshParmar/Win-Fail-Action-Recognition"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/win-fail-action-recognition","title":"Win-Fail Action Recognition","date":"2021-02-15","rows_on_this_dataset":2,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}