{"id":"https://openalex.org/W4298001985","doi":"https://doi.org/10.1007/s00371-022-02679-9","title":"Fast 3D face reconstruction from a single image combining attention mechanism and graph convolutional network","display_name":"Fast 3D face reconstruction from a single image combining attention mechanism and graph convolutional network","publication_year":2022,"publication_date":"2022-09-29","ids":{"openalex":"https://openalex.org/W4298001985","doi":"https://doi.org/10.1007/s00371-022-02679-9"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-022-02679-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-022-02679-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02679-9.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/s00371-022-02679-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011682648","display_name":"Zhuoran Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuoran Deng","raw_affiliation_strings":["School of Software, South China Normal University, Foshan, 528225, China","School of Software, South China Normal University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, 528225, China","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101721116","display_name":"Yan Liang","orcid":"https://orcid.org/0000-0003-4596-587X"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Liang","raw_affiliation_strings":["School of Software, South China Normal University, Foshan, 528225, China","School of Software, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0000-0003-4596-587X","affiliations":[{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, 528225, China","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023225646","display_name":"Jiahui Pan","orcid":"https://orcid.org/0000-0002-7576-6743"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Pan","raw_affiliation_strings":["School of Software, South China Normal University, Foshan, 528225, China","School of Software, South China Normal University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, 528225, China","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053082222","display_name":"Jiacheng Liao","orcid":"https://orcid.org/0000-0002-4037-9022"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiacheng Liao","raw_affiliation_strings":["School of Software, South China Normal University, Foshan, 528225, China","School of Software, South China Normal University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, 528225, China","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yan Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Hao","raw_affiliation_strings":["School of Software, South China Normal University, Foshan, 528225, China","School of Software, South China Normal University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, 528225, China","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101978200","display_name":"Xing Wen","orcid":"https://orcid.org/0000-0001-6597-7590"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Wen","raw_affiliation_strings":["School of Software, South China Normal University, Foshan, 528225, China","School of Software, South China Normal University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, 528225, China","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Software, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101721116"],"corresponding_institution_ids":["https://openalex.org/I187400657"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.7618,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.86074001,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"39","issue":"11","first_page":"5547","last_page":"5561"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","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/T11448","display_name":"Face recognition and analysis","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/T11322","display_name":"Facial Rejuvenation and Surgery Techniques","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12301","display_name":"Facial Nerve Paralysis Treatment and Research","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8467587232589722},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7039971351623535},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6215052008628845},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5891603827476501},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5822964310646057},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5309574007987976},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5222076773643494},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.5087161660194397},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46307504177093506},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.4482104480266571},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43419912457466125},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.4283067286014557},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38057032227516174},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3436146378517151},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1798376739025116}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8467587232589722},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7039971351623535},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6215052008628845},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5891603827476501},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5822964310646057},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5309574007987976},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5222076773643494},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.5087161660194397},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46307504177093506},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.4482104480266571},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43419912457466125},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.4283067286014557},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38057032227516174},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3436146378517151},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1798376739025116},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00371-022-02679-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-022-02679-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02679-9.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"}],"best_oa_location":{"id":"doi:10.1007/s00371-022-02679-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-022-02679-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02679-9.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/G2159491230","display_name":null,"funder_award_id":"62076103","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G756011928","display_name":null,"funder_award_id":"2019A1515011375","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G8252633260","display_name":null,"funder_award_id":"2022ZD0208900","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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4298001985.pdf","grobid_xml":"https://content.openalex.org/works/W4298001985.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W236111108","https://openalex.org/W1834627138","https://openalex.org/W1963599662","https://openalex.org/W2003706019","https://openalex.org/W2012885984","https://openalex.org/W2017107803","https://openalex.org/W2038891881","https://openalex.org/W2058961190","https://openalex.org/W2107037917","https://openalex.org/W2115807037","https://openalex.org/W2129210471","https://openalex.org/W2153110463","https://openalex.org/W2160126058","https://openalex.org/W2237250383","https://openalex.org/W2265959009","https://openalex.org/W2295107390","https://openalex.org/W2302255633","https://openalex.org/W2464650832","https://openalex.org/W2519131448","https://openalex.org/W2552392628","https://openalex.org/W2584229793","https://openalex.org/W2593956217","https://openalex.org/W2792684994","https://openalex.org/W2883221003","https://openalex.org/W2941594394","https://openalex.org/W2945729334","https://openalex.org/W2949662773","https://openalex.org/W2962922861","https://openalex.org/W2963342110","https://openalex.org/W2964014798","https://openalex.org/W2964449965","https://openalex.org/W2974246405","https://openalex.org/W2988472682","https://openalex.org/W3034512702","https://openalex.org/W3035104236","https://openalex.org/W3035382289","https://openalex.org/W3097135999","https://openalex.org/W3099518117","https://openalex.org/W3104300620","https://openalex.org/W3104792420","https://openalex.org/W3148391304","https://openalex.org/W3166139908","https://openalex.org/W3168750717","https://openalex.org/W3211285605"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W2055243143","https://openalex.org/W4313906399","https://openalex.org/W4321487865","https://openalex.org/W2811106690","https://openalex.org/W4239306820","https://openalex.org/W2947043951","https://openalex.org/W2318112981","https://openalex.org/W2987323350","https://openalex.org/W2221819563"],"abstract_inverted_index":{"Abstract":[0],"In":[1,38,66,136],"recent":[2],"years,":[3],"researchers":[4],"have":[5],"made":[6],"significant":[7],"contributions":[8],"to":[9,117,131],"3D":[10,50,62,151],"face":[11,51,152,156],"reconstruction":[12,52,153],"with":[13,124],"the":[14,36,58,87,133,141,144,166],"rapid":[15],"development":[16],"of":[17,68,127,143,163,168],"deep":[18],"learning.":[19],"However,":[20],"learning-based":[21],"methods":[22,149],"often":[23],"suffer":[24],"from":[25,53],"time":[26],"and":[27,48,109,147,154],"memory":[28],"consumption.":[29],"Simply":[30],"removing":[31],"network":[32,75,113],"layers":[33],"hardly":[34],"solves":[35],"problem.":[37],"this":[39],"study,":[40],"we":[41,71,104,139],"propose":[42],"a":[43,54,73,77,82,110,161],"solution":[44],"that":[45],"achieves":[46],"fast":[47,94],"robust":[49],"single":[55],"image":[56],"without":[57],"need":[59],"for":[60,64],"accurate":[61],"data":[63],"training.":[65],"terms":[67],"increasing":[69],"speed,":[70],"use":[72],"lightweight":[74],"as":[76],"facial":[78,120],"feature":[79],"extractor.":[80],"As":[81],"result,":[83],"our":[84,169],"method":[85,146],"reduces":[86],"reliance":[88],"on":[89,96,119,150,160],"graphics":[90],"processing":[91,98],"units,":[92],"allowing":[93],"inference":[95],"central":[97],"units":[99],"alone.":[100],"To":[101],"maintain":[102],"robustness,":[103],"combine":[105],"an":[106],"attention":[107],"mechanism":[108],"graph":[111],"convolutional":[112],"in":[114],"parameter":[115],"regression":[116],"concentrate":[118],"details.":[121],"We":[122],"experiment":[123],"different":[125],"combinations":[126],"three":[128],"loss":[129],"functions":[130],"obtain":[132],"best":[134],"results.":[135],"comparative":[137],"experiments,":[138],"evaluate":[140],"performance":[142],"proposed":[145],"state-of-the-art":[148],"sparse":[155],"alignment,":[157],"respectively.":[158],"Experiments":[159],"variety":[162],"datasets":[164],"validate":[165],"effectiveness":[167],"method.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}