{"id":"https://openalex.org/W2963499233","doi":"https://doi.org/10.1109/dicta.2017.8227441","title":"Human Pose Forecasting via Deep Markov Models","display_name":"Human Pose Forecasting via Deep Markov Models","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2963499233","doi":"https://doi.org/10.1109/dicta.2017.8227441","mag":"2963499233"},"language":"en","primary_location":{"id":"doi:10.1109/dicta.2017.8227441","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta.2017.8227441","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Digital Image Computing: Techniques and Applications (DICTA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085124552","display_name":"Sam Toyer","orcid":"https://orcid.org/0000-0002-6665-6593"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Sam Toyer","raw_affiliation_strings":["The Australian National University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Australian National University","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024613828","display_name":"Anoop Cherian","orcid":"https://orcid.org/0000-0002-5566-0351"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]},{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Anoop Cherian","raw_affiliation_strings":["Australian Centre for Robotic Vision","The Australian National University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Robotic Vision","institution_ids":["https://openalex.org/I4210127558"]},{"raw_affiliation_string":"The Australian National University","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075613881","display_name":"Tengda Han","orcid":"https://orcid.org/0000-0002-1874-9664"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tengda Han","raw_affiliation_strings":["The Australian National University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Australian National University","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071663279","display_name":"Stephen Jay Gould","orcid":"https://orcid.org/0000-0001-8929-7899"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]},{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephen Gould","raw_affiliation_strings":["Australian Centre for Robotic Vision","The Australian National University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Robotic Vision","institution_ids":["https://openalex.org/I4210127558"]},{"raw_affiliation_string":"The Australian National University","institution_ids":["https://openalex.org/I118347636"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085124552"],"corresponding_institution_ids":["https://openalex.org/I118347636"],"apc_list":null,"apc_paid":null,"fwci":1.7557,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.91477845,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12290","display_name":"Human Motion and Animation","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7537136673927307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7470633387565613},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.5411043167114258},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5341749787330627},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5333456993103027},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.5164006352424622},{"id":"https://openalex.org/keywords/pose","display_name":"Pose","score":0.5098029971122742},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4986882209777832},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.47416818141937256},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.330890417098999}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7537136673927307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7470633387565613},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.5411043167114258},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5341749787330627},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5333456993103027},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.5164006352424622},{"id":"https://openalex.org/C52102323","wikidata":"https://www.wikidata.org/wiki/Q1671968","display_name":"Pose","level":2,"score":0.5098029971122742},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4986882209777832},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.47416818141937256},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.330890417098999}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dicta.2017.8227441","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta.2017.8227441","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Digital Image Computing: Techniques and Applications (DICTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W592244745","https://openalex.org/W602397586","https://openalex.org/W1483019628","https://openalex.org/W1735317348","https://openalex.org/W1884859883","https://openalex.org/W1909320841","https://openalex.org/W1930563420","https://openalex.org/W1936750108","https://openalex.org/W1959608418","https://openalex.org/W1994529670","https://openalex.org/W2019660985","https://openalex.org/W2034014085","https://openalex.org/W2074587583","https://openalex.org/W2086618980","https://openalex.org/W2099320314","https://openalex.org/W2101032778","https://openalex.org/W2110935301","https://openalex.org/W2113325037","https://openalex.org/W2114216982","https://openalex.org/W2124609748","https://openalex.org/W2135341757","https://openalex.org/W2155394491","https://openalex.org/W2157982431","https://openalex.org/W2158164339","https://openalex.org/W2175640409","https://openalex.org/W2224196924","https://openalex.org/W2307770531","https://openalex.org/W2382036597","https://openalex.org/W2396566817","https://openalex.org/W2467604901","https://openalex.org/W2470142083","https://openalex.org/W2509865052","https://openalex.org/W2559085405","https://openalex.org/W2949099979","https://openalex.org/W2963125871","https://openalex.org/W2963165299","https://openalex.org/W2963279312","https://openalex.org/W2963402657","https://openalex.org/W2963665412","https://openalex.org/W2964134613","https://openalex.org/W2964203186","https://openalex.org/W2964232608","https://openalex.org/W2964304707","https://openalex.org/W2964341382","https://openalex.org/W4297772798","https://openalex.org/W6617744952","https://openalex.org/W6672386309","https://openalex.org/W6674904848","https://openalex.org/W6676977166","https://openalex.org/W6677265961","https://openalex.org/W6679825673","https://openalex.org/W6682891246","https://openalex.org/W6683128514","https://openalex.org/W6709775842","https://openalex.org/W6712395597","https://openalex.org/W6719953051","https://openalex.org/W6725514049","https://openalex.org/W6737375065"],"related_works":["https://openalex.org/W2053269318","https://openalex.org/W2364370872","https://openalex.org/W2097963413","https://openalex.org/W2025614924","https://openalex.org/W2294335174","https://openalex.org/W3145575561","https://openalex.org/W2995886640","https://openalex.org/W1591475660","https://openalex.org/W2001275470","https://openalex.org/W2164162849"],"abstract_inverted_index":{"Human":[0],"pose":[1,84,100],"forecasting":[2,21,40],"is":[3,41],"an":[4,54],"important":[5],"problem":[6],"in":[7,104],"computer":[8],"vision":[9],"with":[10],"applications":[11],"to":[12,30,44],"human-robot":[13],"interaction,":[14],"visual":[15],"surveillance,":[16],"and":[17,27,132,146],"autonomous":[18],"driving.":[19],"Usually,":[20],"algorithms":[22],"use":[23],"3D":[24],"skeleton":[25],"sequences":[26],"are":[28,61],"trained":[29],"forecast":[31],"for":[32,69,109,139],"a":[33,51,66,87,117],"few":[34],"milliseconds":[35],"into":[36],"the":[37,45,96,112,147],"future.":[38],"Long-range":[39],"challenging":[42],"due":[43],"difficulty":[46],"of":[47,99,111],"estimating":[48],"how":[49],"long":[50],"person":[52],"continues":[53],"activity.":[55],"To":[56],"this":[57],"end,":[58],"our":[59,83,140],"contributions":[60],"threefold:":[62],"(i)":[63],"we":[64,81,92,115],"propose":[65],"generative":[67],"framework":[68],"poses":[70],"using":[71,86],"variational":[72],"autoencoders":[73],"based":[74],"on":[75,142],"Deep":[76],"Markov":[77],"Models":[78],"(DMMs);":[79],"(ii)":[80],"evaluate":[82],"forecasts":[85,101],"pose-based":[88],"action":[89],"classifier,":[90],"which":[91,127],"argue":[93],"better":[94],"reflects":[95],"subjective":[97],"quality":[98],"than":[102],"distance":[103],"coordinate":[105],"space;":[106],"(iii)":[107],"last,":[108],"evaluation":[110],"new":[113],"model,":[114],"introduce":[116],"480,000-frame":[118],"video":[119],"dataset":[120],"called":[121],"Ikea":[122,144],"Furniture":[123],"Assembly":[124],"(Ikea":[125],"FA),":[126],"depicts":[128],"humans":[129],"repeatedly":[130],"assembling":[131],"disassembling":[133],"furniture.":[134],"We":[135],"demonstrate":[136],"promising":[137],"results":[138],"approach":[141],"both":[143],"FA":[145],"existing":[148],"NTU":[149],"RGB+D":[150],"dataset.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
