{"url":"/task/3d-multi-person-pose-estimation-absolute","name":"3D Multi-Person Pose Estimation (absolute)","slug":"3d-multi-person-pose-estimation-absolute","description_markdown":"This task aims to solve absolute 3D multi-person pose Estimation (camera-centric coordinates). No ground truth human bounding box and human root joint coordinates are used during testing stage.\r\n\r\n<span style=\"color:grey; opacity: 0.6\">( Image credit: [RootNet](https://github.com/mks0601/3DMPPE_ROOTNET_RELEASE) )</span>","categories":[{"name":"Computer Vision","url":"/area/computer-vision"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":20,"papers_with_code":12,"benchmarks":1,"benchmark_tables_in_archive":1,"benchmark_tables_shown":1,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":2,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/3d-multi-person-pose-estimation-absolute-on","slug":"3d-multi-person-pose-estimation-absolute-on","dataset":"MuPoTS-3D","dataset_url":"/dataset/mupots-3d","rows_in_archive":14,"metrics":["3DPCK","MPJPE"],"first_row_in_archive_order":{"model":"POTR-3D","paper_title":"Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild","paper_url":"/paper/towards-robust-and-smooth-3d-multi-person","paper_date":"2023-09-15","arxiv_id":"2309.08644","code_links":[],"syntology":null}}],"datasets":[{"url":"/dataset/mupots-3d","name":"MuPoTS-3D","full_name":"Multiperson Pose Test Set in 3DMulti-person Pose estimation Test Set in 3D","num_papers_in_archive":70},{"url":"/dataset/relative-human","name":"Relative Human","full_name":"","num_papers_in_archive":4}],"subtasks":[],"parent_tasks":[{"url":"/task/3d-multi-person-pose-estimation","name":"3D Multi-Person Pose Estimation"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":12,"of":12,"tagged_in_all":20,"items":[{"url":"/paper/towards-3d-human-pose-estimation-in-the-wild","title":"Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach","date":"2017-04-08","arxiv_id":"1704.02447","repositories_listed":6,"syntology":null},{"url":"/paper/single-shot-multi-person-3d-pose-estimation","title":"Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB","date":"2017-12-09","arxiv_id":"1712.03453","repositories_listed":5,"syntology":{"n":2,"n_ran":1,"n_unverified":1,"n_pointer_only":0}},{"url":"/paper/camera-distance-aware-top-down-approach-for","title":"Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image","date":"2019-07-26","arxiv_id":"1907.11346","repositories_listed":4,"syntology":{"n":7,"n_ran":1,"n_unverified":6,"n_pointer_only":0}},{"url":"/paper/rnn-dbscan-a-density-based-clustering","title":"RNN-DBSCAN: A Density-Based Clustering Algorithm Using Reverse Nearest Neighbor Density Estimates","date":"2017-12-27","arxiv_id":null,"repositories_listed":3,"syntology":null},{"url":"/paper/virtualpose-learning-generalizable-3d-human","title":"VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data","date":"2022-07-20","arxiv_id":"2207.09949","repositories_listed":1,"syntology":null},{"url":"/paper/dual-networks-based-3d-multi-person-pose","title":"Dual networks based 3D Multi-Person Pose Estimation from Monocular Video","date":"2022-05-02","arxiv_id":"2205.00748","repositories_listed":1,"syntology":null},{"url":"/paper/distribution-aware-single-stage-models-for","title":"Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation","date":"2022-03-15","arxiv_id":"2203.07697","repositories_listed":1,"syntology":{"n":3,"n_ran":1,"n_unverified":2,"n_pointer_only":0}},{"url":"/paper/monocular-3d-multi-person-pose-estimation-by","title":"Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks","date":"2021-04-05","arxiv_id":"2104.01797","repositories_listed":1,"syntology":{"n":2,"n_ran":2,"n_unverified":0,"n_pointer_only":0}},{"url":"/paper/graph-and-temporal-convolutional-networks-for","title":"Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos","date":"2020-12-22","arxiv_id":"2012.11806","repositories_listed":1,"syntology":null},{"url":"/paper/smap-single-shot-multi-person-absolute-3d","title":"SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation","date":"2020-08-26","arxiv_id":"2008.11469","repositories_listed":1,"syntology":null},{"url":"/paper/hdnet-human-depth-estimation-for-multi-person","title":"HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization","date":"2020-07-17","arxiv_id":"2007.08943","repositories_listed":1,"syntology":null},{"url":"/paper/multi-person-absolute-3d-human-pose","title":"Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision","date":"2020-04-08","arxiv_id":"2004.03989","repositories_listed":1,"syntology":null}],"syntology_records":4,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}