{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/humos-human-motion-model-conditioned-on-body","title":"HUMOS: Human Motion Model Conditioned on Body Shape","arxiv_id":"2409.03944","date":"2024-09-05","proceeding":null,"authors":["Shashank Tripathi","Omid Taheri","Christoph Lassner","Michael J. Black","Daniel Holden","Carsten Stoll"],"abstract":"Generating realistic human motion is essential for many computer vision and graphics applications. The wide variety of human body shapes and sizes greatly impacts how people move. However, most existing motion models ignore these differences, relying on a standardized, average body. This leads to uniform motion across different body types, where movements don't match their physical characteristics, limiting diversity. To solve this, we introduce a new approach to develop a generative motion model based on body shape. We show that it's possible to train this model using unpaired data by applying cycle consistency, intuitive physics, and stability constraints, which capture the relationship between identity and movement. The resulting model generates diverse, physically plausible, and dynamically stable human motions that are both quantitatively and qualitatively more realistic than current state-of-the-art methods. More details are available on our project page https://CarstenEpic.github.io/humos/.","url_abs":"https://arxiv.org/abs/2409.03944v1","url_pdf":"https://arxiv.org/pdf/2409.03944v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"humos-human-motion-model-conditioned-on-body","repo_url":"https://github.com/CarstenEpic/humos","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}}],"tasks":[{"task_slug":"diversity","task_name":"Diversity"},{"task_slug":"model","task_name":"model"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2409.03944","atlas_url":"https://app.syntology.ai/?focus=2409.03944","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2409.03944"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"deterministic:regex_extraction","url":"https://github.com/CarstenEpic/humos","reach":{"status":"ok","spdx":"NOASSERTION"}}],"summary":{"ran":1,"unverified":1},"by_repo_kind":{"official":{"samples":2,"ran":1,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":2,"samples":[{"code_sha256_prefix":"5f66c23c78b8e440","entry":"extract_h3d","repo":"CarstenEpic/humos","repo_kind":"official","path":"humos/prepare/compute_3dfeats.py","file_url":"https://github.com/CarstenEpic/humos/blob/HEAD/humos/prepare/compute_3dfeats.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"5f66c23c78b8e440"}},{"code_sha256_prefix":"01029170b3482ca1","entry":"customize_bar","repo":"CarstenEpic/humos","repo_kind":"official","path":"humos/src/callback/tqdmbar.py","file_url":"https://github.com/CarstenEpic/humos/blob/HEAD/humos/src/callback/tqdmbar.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"01029170b3482ca1"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}