{"url":"/dataset/buff","name":"BUFF","full_name":"Bodies Under Flowing Fashion","description_markdown":"**BUFF** consists of 5 subjects, 3 male and 2 female wearing 2 clothing styles: a) t-shirt and long pants and b) a soccer outfit.\r\nThey perform 3 different motions i) hips ii) tilt_twist_left iii) shoulders_mill.\r\n\r\nSource: [http://buff.is.tue.mpg.de/](http://buff.is.tue.mpg.de/)\r\nImage Source: [http://buff.is.tue.mpg.de/](http://buff.is.tue.mpg.de/)","description_withheld":null,"homepage":"http://buff.is.tue.mpg.de/","introduced_date":"2017-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/detailed-accurate-human-shape-estimation-from","title":"Detailed, accurate, human shape estimation from clothed 3D scan sequences","first_author":"Chao Zhang","url":null},"license":{"name":"Custom","url":"http://buff.is.tue.mpg.de/Declaration%20on%20the%20usage%20of%20scientific%20data%20in%20the%20project%20BUFF.pdf"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"3D","url":"/datasets/modality/3d"}],"tasks":[{"name":"3D Object Reconstruction From A Single Image","url":"/task/3d-object-reconstruction-from-a-single-image","datasets_with_task":"/datasets/task/3d-object-reconstruction-from-a-single-image"}],"languages":[],"variants":["BUFF"],"data_loaders":[],"num_papers_in_archive":39,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/3d-object-reconstruction-from-a-single-image-1","task":"3D Object Reconstruction From A Single Image","dataset_variant":"BUFF","rows":5,"metrics":["Point-to-surface distance (cm)","Chamfer (cm)","Surface normal consistency"],"first_row_in_archive_order":{"model":"ML-PIFu (end-to-end)","paper":"/paper/pifuhd-multi-level-pixel-aligned-implicit","metrics":{"Chamfer (cm)":"1.525","Point-to-surface distance (cm)":"0.25","Surface normal consistency":"0.22"},"code_links":[{"title":"facebookresearch/pifuhd","url":"https://github.com/facebookresearch/pifuhd"},{"title":"agnJason/RGB-D-PIFuHD","url":"https://github.com/agnJason/RGB-D-PIFuHD"},{"title":"cardboard-q/pifuhd_demo_model_test","url":"https://github.com/cardboard-q/pifuhd_demo_model_test"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/arch-animation-ready-clothed-human","title":"ARCH++: Animation-Ready Clothed Human Reconstruction Revisited","date":"2021-08-17","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/arch-animatable-reconstruction-of-clothed","title":"ARCH: Animatable Reconstruction of Clothed Humans","date":"2020-04-08","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/pifuhd-multi-level-pixel-aligned-implicit","title":"PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization","date":"2020-04-01","rows_on_this_dataset":2,"code_links":3,"syntology":null},{"paper":"/paper/pifu-pixel-aligned-implicit-function-for-high","title":"PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization","date":"2019-05-13","rows_on_this_dataset":1,"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."}