{"about":{"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.","site":"https://codewithpapers.app","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","syntology":{"site":"https://syntology.ai","developers":"https://syntology.ai/developers","mcp":{"server":"https://syntology.ai/mcp","transport":"streamable-http","server_card":"https://syntology.ai/.well-known/mcp/server-card.json","auth":{"type":"trial token, no account","trial_token":"https://syntology.ai/api/oauth/trial/token","method":"POST","docs":"https://syntology.ai/developers"}},"have":"https://syntology.ai/api/graph/have?x=<method, arXiv id or title> (free, answers coverage only)","paper_base":"https://syntology.ai/paper/","atlas_base":"https://app.syntology.ai/?focus="},"machine_readable":[{"url":"https://codewithpapers.app/llms.txt","what":"the machine catalog: every machine-readable file, counted"},{"url":"https://codewithpapers.app/index/manifest.json","what":"paper-to-code index by arXiv id, with Syntology's counts"},{"url":"https://codewithpapers.app/search/manifest.json","what":"site search index (titles, authors) and its files"},{"url":"https://codewithpapers.app/download","what":"bulk files: Syntology's layer, described there"},{"url":"https://codewithpapers.app/build_manifest.json","what":"the build record: inputs, counts, exclusions, probes"}]},"url":"/task/human-mesh-recovery/papers/ran/1","list_of":"/task/human-mesh-recovery","task":"Human Mesh Recovery","archive":{"snapshot":"2025-07-28"},"key_notes":{"n_ran_checked":"legacy name, kept unchanged so existing readers do not break: it counts the samples that ran with no instrument failure (honoured, violated, and ran with no contract checked); it does not mean a contract was checked, and the pages print it as 'K with no instrument failure', not 'K checked'","n_constructed":"a sub-count of the samples that ran, never subtracted from them and never a failure: an executed sample whose run returned an instance of its own class (fixture_out_type equals the entry name): the run built an object and did not compute a result (Syntology's RAN record, counts.constructed)"},"syntology_read_at":"2026-09-28T10:30:06+00:00","order":"ran","order_definition":"only papers where Syntology ran at least one harvested sample; date (newest first), ties by arXiv id","caption":"We ran code from the paper's repository; we did not run it on this task or check it against the task's benchmarks.","absence":"A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.","page":1,"pages_in_order":1,"rows_per_page":100,"rows":[1,11],"of":11,"counts":{"archive_papers_tagged":109,"with_a_code_link":53,"where_syntology_ran_a_sample":11,"not_listed_spam_title":0,"listed":109,"listed_where_code_ran":11,"where_syntology_ran_a_sample_split":{"with_a_run_with_no_instrument_failure":11,"every_run_a_failure_of_syntologys_instrument":0,"listed_with_a_run_with_no_instrument_failure":11,"listed_every_run_a_failure_of_syntologys_instrument":0,"filter":{"states":["a run with no instrument failure","any run, instrument failures included"],"default":"a run with no instrument failure","note":"on the 'only where code ran' pages the default hides, in the browser, the rows where every run was a failure of Syntology's instrument; the second state shows them again. Rows are hidden, never re-ordered; these twins list every row"}},"definition":"distinct papers the archive tags; 'where Syntology ran a sample' counts papers with at least one harvested sample that ran, which is not a correctness claim"},"first_page":"/task/human-mesh-recovery/papers/ran/1","prev":null,"next":null,"papers":[{"url":"/paper/adhmr-aligning-diffusion-based-human-mesh","slug":"adhmr-aligning-diffusion-based-human-mesh","title":"ADHMR: Aligning Diffusion-based Human Mesh Recovery via Direct Preference Optimization","date":"2025-05-15","arxiv_id":"2505.10250","repositories_listed":1,"syntology":{"n":1,"n_ran":1,"n_constructed":1,"n_ran_checked":1,"n_instrument":0,"n_unverified":0,"n_honours":0,"n_violates":0,"n_no_contract":1,"n_pointer_only":1,"phrase":"1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result","sample_list":"/paper/adhmr-aligning-diffusion-based-human-mesh#ran","syntology_url":"https://syntology.ai/paper/2505.10250","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2505.10250"}},"official":{"repos":["shenwenhao01/adhmr"],"state":"official (archive's flag): 1 ran","n_ran":1,"n_constructed":1,"n_ran_no_instrument_failure":1,"n_unverified":0,"ran_from_kinds":["official"]}}},{"url":"/paper/utilizing-uncertainty-in-2d-pose-detectors","slug":"utilizing-uncertainty-in-2d-pose-detectors","title":"Utilizing Uncertainty in 2D Pose Detectors for Probabilistic 3D Human Mesh Recovery","date":"2024-11-25","arxiv_id":"2411.16289","repositories_listed":1,"syntology":{"n":11,"n_ran":10,"n_constructed":0,"n_ran_checked":7,"n_instrument":3,"n_unverified":1,"n_honours":0,"n_violates":0,"n_no_contract":7,"n_pointer_only":0,"phrase":"10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified","sample_list":"/paper/utilizing-uncertainty-in-2d-pose-detectors#ran","syntology_url":"https://syntology.ai/paper/2411.16289","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2411.16289"}},"official":{"repos":["twehrbein/humr"],"state":"official (archive's flag): 10 ran","n_ran":10,"n_constructed":0,"n_ran_no_instrument_failure":7,"n_unverified":1,"ran_from_kinds":["official"]}}},{"url":"/paper/score-guided-diffusion-for-3d-human-recovery","slug":"score-guided-diffusion-for-3d-human-recovery","title":"Score-Guided Diffusion for 3D Human Recovery","date":"2024-03-14","arxiv_id":"2403.09623","repositories_listed":1,"syntology":{"n":8,"n_ran":7,"n_constructed":0,"n_ran_checked":1,"n_instrument":6,"n_unverified":1,"n_honours":1,"n_violates":0,"n_no_contract":0,"n_pointer_only":0,"phrase":"7 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 1 unverified","sample_list":"/paper/score-guided-diffusion-for-3d-human-recovery#ran","syntology_url":"https://syntology.ai/paper/2403.09623","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2403.09623"}},"official":{"repos":["statho/scorehmr"],"state":"official (archive's flag): 7 ran","n_ran":7,"n_constructed":0,"n_ran_no_instrument_failure":1,"n_unverified":1,"ran_from_kinds":["official"]}}},{"url":"/paper/multi-hmr-multi-person-whole-body-human-mesh","slug":"multi-hmr-multi-person-whole-body-human-mesh","title":"Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot","date":"2024-02-22","arxiv_id":"2402.14654","repositories_listed":1,"syntology":{"n":9,"n_ran":8,"n_constructed":0,"n_ran_checked":7,"n_instrument":1,"n_unverified":1,"n_honours":0,"n_violates":0,"n_no_contract":7,"n_pointer_only":9,"phrase":"8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified","sample_list":"/paper/multi-hmr-multi-person-whole-body-human-mesh#ran","syntology_url":"https://syntology.ai/paper/2402.14654","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2402.14654"}},"official":{"repos":["naver/multi-hmr"],"state":"official (archive's flag): 8 ran","n_ran":8,"n_constructed":0,"n_ran_no_instrument_failure":7,"n_unverified":1,"ran_from_kinds":["official"]}}},{"url":"/paper/hulk-a-universal-knowledge-translator-for","slug":"hulk-a-universal-knowledge-translator-for","title":"Hulk: A Universal Knowledge Translator for Human-Centric Tasks","date":"2023-12-04","arxiv_id":"2312.01697","repositories_listed":2,"syntology":{"n":24,"n_ran":13,"n_constructed":0,"n_ran_checked":13,"n_instrument":0,"n_unverified":11,"n_honours":0,"n_violates":0,"n_no_contract":13,"n_pointer_only":11,"phrase":"13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified","sample_list":"/paper/hulk-a-universal-knowledge-translator-for#ran","syntology_url":"https://syntology.ai/paper/2312.01697","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2312.01697"}},"official":{"repos":["opengvlab/hulk","opengvlab/humanbench"],"state":"official (archive's flag): 13 ran","n_ran":13,"n_constructed":0,"n_ran_no_instrument_failure":13,"n_unverified":11,"ran_from_kinds":["official"]}}},{"url":"/paper/co-evolution-of-pose-and-mesh-for-3d-human","slug":"co-evolution-of-pose-and-mesh-for-3d-human","title":"Co-Evolution of Pose and Mesh for 3D Human Body Estimation from Video","date":"2023-08-20","arxiv_id":"2308.10305","repositories_listed":1,"syntology":{"n":24,"n_ran":20,"n_constructed":0,"n_ran_checked":20,"n_instrument":0,"n_unverified":4,"n_honours":1,"n_violates":0,"n_no_contract":19,"n_pointer_only":3,"phrase":"20 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 1 honoured, 0 violated, 19 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified","sample_list":"/paper/co-evolution-of-pose-and-mesh-for-3d-human#ran","syntology_url":"https://syntology.ai/paper/2308.10305","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2308.10305"}},"official":{"repos":["kasvii/pmce"],"state":"official (archive's flag): 20 ran","n_ran":20,"n_constructed":0,"n_ran_no_instrument_failure":20,"n_unverified":4,"ran_from_kinds":["official"]}}},{"url":"/paper/jotr-3d-joint-contrastive-learning-with","slug":"jotr-3d-joint-contrastive-learning-with","title":"JOTR: 3D Joint Contrastive Learning with Transformers for Occluded Human Mesh Recovery","date":"2023-07-31","arxiv_id":"2307.16377","repositories_listed":1,"syntology":{"n":14,"n_ran":12,"n_constructed":1,"n_ran_checked":9,"n_instrument":3,"n_unverified":2,"n_honours":0,"n_violates":1,"n_no_contract":8,"n_pointer_only":4,"phrase":"12 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 1 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified","sample_list":"/paper/jotr-3d-joint-contrastive-learning-with#ran","syntology_url":"https://syntology.ai/paper/2307.16377","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2307.16377"}},"official":{"repos":["xljh0520/jotr"],"state":"official (archive's flag): 12 ran","n_ran":12,"n_constructed":1,"n_ran_no_instrument_failure":9,"n_unverified":2,"ran_from_kinds":["official"]}}},{"url":"/paper/humans-in-4d-reconstructing-and-tracking","slug":"humans-in-4d-reconstructing-and-tracking","title":"Humans in 4D: Reconstructing and Tracking Humans with Transformers","date":"2023-05-31","arxiv_id":"2305.20091","repositories_listed":1,"syntology":{"n":5,"n_ran":4,"n_constructed":1,"n_ran_checked":4,"n_instrument":0,"n_unverified":1,"n_honours":0,"n_violates":0,"n_no_contract":4,"n_pointer_only":0,"phrase":"4 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified","sample_list":"/paper/humans-in-4d-reconstructing-and-tracking#ran","syntology_url":"https://syntology.ai/paper/2305.20091","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2305.20091"}},"official":{"repos":["shubham-goel/4D-Humans"],"state":"official (archive's flag): 4 ran","n_ran":4,"n_constructed":1,"n_ran_no_instrument_failure":4,"n_unverified":1,"ran_from_kinds":["official"]}}},{"url":"/paper/probabilistic-human-mesh-recovery-in-3d","slug":"probabilistic-human-mesh-recovery-in-3d","title":"Probabilistic Human Mesh Recovery in 3D Scenes from Egocentric Views","date":"2023-04-12","arxiv_id":"2304.06024","repositories_listed":1,"syntology":{"n":5,"n_ran":4,"n_constructed":0,"n_ran_checked":3,"n_instrument":1,"n_unverified":1,"n_honours":0,"n_violates":1,"n_no_contract":2,"n_pointer_only":2,"phrase":"4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified","sample_list":"/paper/probabilistic-human-mesh-recovery-in-3d#ran","syntology_url":"https://syntology.ai/paper/2304.06024","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2304.06024"}},"official":{"repos":["sanweiliti/EgoHMR"],"state":"official (archive's flag): 4 ran","n_ran":4,"n_constructed":0,"n_ran_no_instrument_failure":3,"n_unverified":1,"ran_from_kinds":["official"]}}},{"url":"/paper/cliff-carrying-location-information-in-full","slug":"cliff-carrying-location-information-in-full","title":"CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation","date":"2022-08-01","arxiv_id":"2208.00571","repositories_listed":6,"syntology":{"n":3,"n_ran":3,"n_constructed":0,"n_ran_checked":3,"n_instrument":0,"n_unverified":0,"n_honours":0,"n_violates":0,"n_no_contract":3,"n_pointer_only":0,"phrase":"3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified","sample_list":"/paper/cliff-carrying-location-information-in-full#ran","syntology_url":"https://syntology.ai/paper/2208.00571","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2208.00571"}},"official":{"repos":["huawei-noah/noah-research"],"state":"community repositories only","n_ran":0,"n_constructed":0,"n_ran_no_instrument_failure":0,"n_unverified":0,"ran_from_kinds":["listed"]}}},{"url":"/paper/human-mesh-recovery-from-monocular-images-via","slug":"human-mesh-recovery-from-monocular-images-via","title":"Human Mesh Recovery from Monocular Images via a Skeleton-disentangled Representation","date":"2019-08-20","arxiv_id":"1908.07172","repositories_listed":2,"syntology":{"n":1,"n_ran":1,"n_constructed":0,"n_ran_checked":1,"n_instrument":0,"n_unverified":0,"n_honours":0,"n_violates":0,"n_no_contract":1,"n_pointer_only":0,"phrase":"1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified","sample_list":"/paper/human-mesh-recovery-from-monocular-images-via#ran","syntology_url":"https://syntology.ai/paper/1908.07172","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1908.07172"}},"official":{"repos":["Arthur151/DSD-SATN"],"state":"official (archive's flag): 1 ran","n_ran":1,"n_constructed":0,"n_ran_no_instrument_failure":1,"n_unverified":0,"ran_from_kinds":["official"]}}}],"record_sha256":"fff7edf20c3453acb499732aa5e8d75eb5c8e3f002a4f7a969812ab452a26b39","record_changed_at":"2026-09-28","record_changed_at_basis":"first_hashed"}