{"id":"https://openalex.org/W4404768349","doi":"https://doi.org/10.1007/s00371-024-03724-5","title":"EHFusion: an efficient heterogeneous fusion model for group-based 3D human pose estimation","display_name":"EHFusion: an efficient heterogeneous fusion model for group-based 3D human pose estimation","publication_year":2024,"publication_date":"2024-11-27","ids":{"openalex":"https://openalex.org/W4404768349","doi":"https://doi.org/10.1007/s00371-024-03724-5"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-024-03724-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03724-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03724-5.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03724-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067930397","display_name":"Jihua Peng","orcid":"https://orcid.org/0000-0002-0675-0190"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jihua Peng","raw_affiliation_strings":["School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001121028","display_name":"Yanghong Zhou","orcid":"https://orcid.org/0000-0002-0372-996X"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yanghong Zhou","raw_affiliation_strings":["Research Centre of Textiles for Future Fashion, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre of Textiles for Future Fashion, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030824965","display_name":"P.Y. Mok","orcid":"https://orcid.org/0000-0002-0635-5318"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"P. Y. Mok","raw_affiliation_strings":["Laboratory for Artificial Intelligence in Design, Science Park, Hong Kong","School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Artificial Intelligence in Design, Science Park, Hong Kong","institution_ids":[]},{"raw_affiliation_string":"School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5030824965"],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.6131,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69301487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"41","issue":"8","first_page":"5323","last_page":"5345"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9998000264167786,"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":0.9998000264167786,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pose","display_name":"Pose","score":0.7351983189582825},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5866650342941284},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.5777382850646973},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.567140519618988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5600444674491882},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4931642413139343},{"id":"https://openalex.org/keywords/group","display_name":"Group (periodic table)","score":0.4853576719760895},{"id":"https://openalex.org/keywords/3d-pose-estimation","display_name":"3D pose estimation","score":0.47511014342308044},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.43176552653312683},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3607505261898041},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32811617851257324},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09937974810600281}],"concepts":[{"id":"https://openalex.org/C52102323","wikidata":"https://www.wikidata.org/wiki/Q1671968","display_name":"Pose","level":2,"score":0.7351983189582825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5866650342941284},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.5777382850646973},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.567140519618988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5600444674491882},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4931642413139343},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.4853576719760895},{"id":"https://openalex.org/C36613465","wikidata":"https://www.wikidata.org/wiki/Q4636322","display_name":"3D pose estimation","level":3,"score":0.47511014342308044},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.43176552653312683},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3607505261898041},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32811617851257324},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09937974810600281},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00371-024-03724-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03724-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03724-5.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/112581","is_oa":true,"landing_page_url":"http://hdl.handle.net/10397/112581","pdf_url":null,"source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Journal/Magazine Article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-149178","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-149178","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s00371-024-03724-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03724-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03724-5.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5587873235","display_name":null,"funder_award_id":"62202241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404768349.pdf","grobid_xml":"https://content.openalex.org/works/W4404768349.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W1551519658","https://openalex.org/W1600025547","https://openalex.org/W1919191429","https://openalex.org/W1992996309","https://openalex.org/W2032618685","https://openalex.org/W2093949207","https://openalex.org/W2097151019","https://openalex.org/W2099333815","https://openalex.org/W2101032778","https://openalex.org/W2161361693","https://openalex.org/W2293220651","https://openalex.org/W2295394636","https://openalex.org/W2307770531","https://openalex.org/W2502928967","https://openalex.org/W2522527348","https://openalex.org/W2535410496","https://openalex.org/W2587376528","https://openalex.org/W2612706635","https://openalex.org/W2769237672","https://openalex.org/W2788865504","https://openalex.org/W2809890486","https://openalex.org/W2895689136","https://openalex.org/W2899581489","https://openalex.org/W2913267298","https://openalex.org/W2916798096","https://openalex.org/W2919115771","https://openalex.org/W2962711434","https://openalex.org/W2962896489","https://openalex.org/W2963017945","https://openalex.org/W2963150697","https://openalex.org/W2963225971","https://openalex.org/W2963598138","https://openalex.org/W2964016027","https://openalex.org/W2964221239","https://openalex.org/W2964318832","https://openalex.org/W2970285700","https://openalex.org/W2971640363","https://openalex.org/W2972662547","https://openalex.org/W2984349976","https://openalex.org/W2991247554","https://openalex.org/W3005718951","https://openalex.org/W3034407705","https://openalex.org/W3034448411","https://openalex.org/W3097623574","https://openalex.org/W3098473649","https://openalex.org/W3098612954","https://openalex.org/W3106838237","https://openalex.org/W3106882556","https://openalex.org/W3126541466","https://openalex.org/W3136525061","https://openalex.org/W3164440025","https://openalex.org/W3164646408","https://openalex.org/W3183950642","https://openalex.org/W3196939524","https://openalex.org/W3203326738","https://openalex.org/W3205327953","https://openalex.org/W3205873049","https://openalex.org/W4200150166","https://openalex.org/W4210814507","https://openalex.org/W4225557002","https://openalex.org/W4312249545","https://openalex.org/W4312417903","https://openalex.org/W4312797994","https://openalex.org/W4312966446","https://openalex.org/W4381946531","https://openalex.org/W4390873166"],"related_works":["https://openalex.org/W4253893311","https://openalex.org/W3089306886","https://openalex.org/W2113785214","https://openalex.org/W2798721181","https://openalex.org/W3201205132","https://openalex.org/W4387967917","https://openalex.org/W4312694060","https://openalex.org/W4386075737","https://openalex.org/W4382141741","https://openalex.org/W2951583186"],"abstract_inverted_index":{"Abstract":[0],"Stimulated":[1],"by":[2,48,218],"its":[3],"important":[4],"applications":[5],"in":[6,23,99,199,227],"animation,":[7],"gaming,":[8],"virtual":[9],"reality,":[10,12],"augmented":[11],"and":[13,108,161,172,181,214,243,247],"healthcare,":[14],"3D":[15,31,124],"human":[16,32,55,63,125],"pose":[17,33,45,80,126,139],"estimation":[18,46,212],"has":[19],"received":[20],"considerable":[21],"attention":[22],"recent":[24],"years.":[25],"To":[26],"improve":[27],"the":[28,50,54,62,78,82,93,103,145,149,178,184,191,208,224],"accuracy":[29,182,213],"of":[30,53,70,81,105,148,183],"estimation,":[34,127],"most":[35],"approaches":[36],"have":[37],"converted":[38],"this":[39],"challenging":[40],"task":[41],"into":[42,57],"a":[43,87,117,130,162],"local":[44],"problem":[47],"dividing":[49],"body":[51,56,64,67],"joints":[52],"different":[58,71],"groups":[59,72],"based":[60],"on":[61,238],"topology.":[65],"The":[66,141,245],"joint":[68,88,94],"features":[69],"are":[73,110,249],"then":[74],"fused":[75],"to":[76,167,188],"predict":[77],"overall":[79,179],"whole":[83],"body,":[84],"which":[85,128],"requires":[86],"feature":[89,95,132],"fusion":[90,96,133],"scheme.":[91],"Nevertheless,":[92],"schemes":[97],"adopted":[98],"existing":[100,231],"methods":[101,233],"involve":[102],"learning":[104],"extensive":[106],"parameters":[107],"hence":[109],"computationally":[111],"very":[112],"expensive.":[113],"This":[114],"paper":[115],"reports":[116],"new":[118,193],"topology-based":[119],"grouped":[120,138],"method":[121,220],"\u2018EHFusion\u2019":[122],"for":[123],"involves":[129],"heterogeneous":[131],"(HFF)":[134],"module":[135,143,166],"that":[136],"integrates":[137],"features.":[140],"HFF":[142],"reduces":[144],"computational":[146,215],"complexity":[147,216],"model":[150],"while":[151],"achieving":[152],"promising":[153],"accuracy.":[154],"Moreover,":[155],"we":[156],"introduce":[157],"motion":[158],"amplitude":[159],"information":[160,171],"camera":[163],"intrinsic":[164],"embedding":[165],"provide":[168],"better":[169],"global":[170],"2D-to-3D":[173],"conversion":[174],"knowledge,":[175],"thereby":[176],"improving":[177],"robustness":[180],"method.":[185],"In":[186],"contrast":[187],"previous":[189],"methods,":[190],"proposed":[192],"network":[194],"can":[195],"be":[196],"trained":[197],"end-to-end":[198],"one":[200],"single":[201],"stage.":[202],"Experimental":[203],"results":[204],"not":[205],"only":[206],"demonstrate":[207],"advantageous":[209],"trade-offs":[210],"between":[211],"achieved":[217],"our":[219],"but":[221],"also":[222],"showcase":[223],"competitive":[225],"performance":[226],"comparison":[228],"with":[229],"various":[230],"state-of-the-art":[232],"(e.g.,":[234],"transformer-based)":[235],"when":[236],"evaluated":[237],"two":[239],"public":[240],"datasets,":[241],"Human3.6M":[242],"HumanEva.":[244],"data":[246],"code":[248],"available":[250],"at":[251],"doi:10.5281/zenodo.11113132":[252]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}