{"url":"/dataset/human-art","name":"Human-Art","full_name":null,"description_markdown":"Human-Art is a versatile human-centric dataset to bridge the gap between natural and artificial scenes. It includes twenty high-quality human scenes, including natural and artificial humans in both 2D representation and 3D representation. It includes 50,000 images including more than 123,000 human figures in 20 scenarios, with annotations of human bounding box, 21 2D human keypoints, human self-contact keypoints, and description text.","description_withheld":null,"homepage":"https://idea-research.github.io/HumanArt/","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":{"name":"https://docs.google.com/document/d/19j-6GFOCYBDU4CxwRSKgORndse_j5iHGK0RCJ2TvXNQ/edit?usp=sharing","url":"https://docs.google.com/document/d/19j-6GFOCYBDU4CxwRSKgORndse_j5iHGK0RCJ2TvXNQ/edit?usp=sharing"},"modalities":[],"tasks":[{"name":"3D Human Pose Estimation","url":"/task/3d-human-pose-estimation","datasets_with_task":"/datasets/task/3d-human-pose-estimation"},{"name":"2D Human Pose Estimation","url":"/task/2d-human-pose-estimation","datasets_with_task":"/datasets/task/2d-human-pose-estimation"},{"name":"Text-to-Image Generation","url":"/task/text-to-image-generation","datasets_with_task":"/datasets/task/text-to-image-generation"},{"name":"Conditional Image Generation","url":"/task/conditional-image-generation","datasets_with_task":"/datasets/task/conditional-image-generation"}],"languages":[],"variants":["Human-Art"],"data_loaders":[],"num_papers_in_archive":7,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/2d-human-pose-estimation-on-human-art","task":"2D Human Pose Estimation","dataset_variant":"Human-Art","rows":10,"metrics":["AP","AP (gt bbox)","Validation AP"],"first_row_in_archive_order":{"model":"UniPose","paper":"/paper/unipose-detecting-any-keypoints","metrics":{"AP":"0.759"},"code_links":[{"title":"idea-research/x-pose","url":"https://github.com/idea-research/x-pose"},{"title":"IDEA-Research/UniPose","url":"https://github.com/IDEA-Research/UniPose"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/unipose-detecting-any-keypoints","title":"X-Pose: Detecting Any Keypoints","date":"2023-10-12","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":13,"samples_ran":11,"samples_unverified":2,"pointer_only_for_licence":13,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/rtmpose-real-time-multi-person-pose","title":"RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose","date":"2023-03-13","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/explicit-box-detection-unifies-end-to-end","title":"Explicit Box Detection Unifies End-to-End Multi-Person Pose Estimation","date":"2023-02-03","rows_on_this_dataset":1,"code_links":3,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":0,"samples_unverified":1,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/vitpose-simple-vision-transformer-baselines","title":"ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation","date":"2022-04-26","rows_on_this_dataset":4,"code_links":6,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":31,"samples_ran":18,"samples_unverified":13,"pointer_only_for_licence":6,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/deep-high-resolution-representation-learning","title":"Deep High-Resolution Representation Learning for Human Pose Estimation","date":"2019-02-25","rows_on_this_dataset":2,"code_links":39,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":25,"samples_ran":8,"samples_unverified":17,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":4,"samples_harvested":70,"samples_ran":37,"samples_unverified":33,"pointer_only_for_licence":20,"papers_with_no_sample_that_ran":1,"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."}