{"id":"https://openalex.org/W2964338366","doi":"https://doi.org/10.1145/3240508.3240594","title":"Sparsely Grouped Multi-Task Generative Adversarial Networks for Facial Attribute Manipulation","display_name":"Sparsely Grouped Multi-Task Generative Adversarial Networks for Facial Attribute Manipulation","publication_year":2018,"publication_date":"2018-10-15","ids":{"openalex":"https://openalex.org/W2964338366","doi":"https://doi.org/10.1145/3240508.3240594","mag":"2964338366"},"language":"en","primary_location":{"id":"doi:10.1145/3240508.3240594","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3240508.3240594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM international conference on Multimedia","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/A5031817169","display_name":"Jichao Zhang","orcid":"https://orcid.org/0000-0002-0654-694X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jichao Zhang","raw_affiliation_strings":["Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050459818","display_name":"Yezhi Shu","orcid":"https://orcid.org/0000-0002-8611-2411"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yezhi Shu","raw_affiliation_strings":["Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046202286","display_name":"Songhua Xu","orcid":"https://orcid.org/0000-0002-2276-2538"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songhua Xu","raw_affiliation_strings":["Xi'an Jiaotong University, Xian, China"],"affiliations":[{"raw_affiliation_string":"Xi'an Jiaotong University, Xian, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059817152","display_name":"Gongze Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gongze Cao","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101191328","display_name":"Fan Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Zhong","raw_affiliation_strings":["Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457438","display_name":"Meng Liu","orcid":"https://orcid.org/0000-0002-1582-5764"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Liu","raw_affiliation_strings":["Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008274291","display_name":"Xueying Qin","orcid":"https://orcid.org/0000-0003-0057-295X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueying Qin","raw_affiliation_strings":["Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5031817169"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":2.6558,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.93076441,"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":"392","last_page":"401"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9991999864578247,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9991999864578247,"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/T11448","display_name":"Face recognition and analysis","score":0.9957000017166138,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9934999942779541,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8610786199569702},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.679203987121582},{"id":"https://openalex.org/keywords/image-translation","display_name":"Image translation","score":0.6727962493896484},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.618759036064148},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5673926472663879},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5428078770637512},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5331138372421265},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.528942883014679},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.5269889235496521},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4740055501461029},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46698611974716187},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43286648392677307},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.42254769802093506},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.41403675079345703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8610786199569702},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.679203987121582},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.6727962493896484},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.618759036064148},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5673926472663879},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5428078770637512},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5331138372421265},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.528942883014679},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.5269889235496521},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4740055501461029},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46698611974716187},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43286648392677307},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.42254769802093506},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.41403675079345703},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3240508.3240594","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3240508.3240594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM international conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1834627138","https://openalex.org/W1924619199","https://openalex.org/W2099471712","https://openalex.org/W2100495367","https://openalex.org/W2125389028","https://openalex.org/W2133665775","https://openalex.org/W2173520492","https://openalex.org/W2178768799","https://openalex.org/W2194775991","https://openalex.org/W2202109488","https://openalex.org/W2339754110","https://openalex.org/W2411541852","https://openalex.org/W2423557781","https://openalex.org/W2502312327","https://openalex.org/W2536132686","https://openalex.org/W2552611751","https://openalex.org/W2556096924","https://openalex.org/W2557449848","https://openalex.org/W2564591810","https://openalex.org/W2579578355","https://openalex.org/W2593414223","https://openalex.org/W2605135824","https://openalex.org/W2605287558","https://openalex.org/W2607037079","https://openalex.org/W2738588019","https://openalex.org/W2739748921","https://openalex.org/W2753491454","https://openalex.org/W2765696647","https://openalex.org/W2765732869","https://openalex.org/W2798354744","https://openalex.org/W2949117887","https://openalex.org/W2951004968","https://openalex.org/W2951939904","https://openalex.org/W2952995092","https://openalex.org/W2962947361","https://openalex.org/W2963073614","https://openalex.org/W2963125871","https://openalex.org/W2963170156","https://openalex.org/W2963373786","https://openalex.org/W2963420272","https://openalex.org/W2963470893","https://openalex.org/W2963767194","https://openalex.org/W2963938442","https://openalex.org/W2964033924","https://openalex.org/W2964295764","https://openalex.org/W2990138404","https://openalex.org/W4206070857","https://openalex.org/W4236965008","https://openalex.org/W4245551996"],"related_works":["https://openalex.org/W4312525628","https://openalex.org/W2991081409","https://openalex.org/W2990774877","https://openalex.org/W2986947168","https://openalex.org/W2798873573","https://openalex.org/W2929404683","https://openalex.org/W4323537755","https://openalex.org/W4254389809","https://openalex.org/W3094011899","https://openalex.org/W4304080701"],"abstract_inverted_index":{"Recently,":[0],"Image-to-Image":[1],"Translation":[2],"(IIT)":[3],"has":[4],"achieved":[5],"great":[6],"progress":[7],"in":[8,64],"image":[9,159],"style":[10],"transfer":[11],"and":[12,34,88],"semantic":[13],"context":[14],"manipulation":[15,130],"for":[16,84,132],"images.":[17],"However,":[18],"existing":[19],"approaches":[20],"require":[21],"exhaustively":[22],"labelling":[23],"training":[24],"data,":[25],"which":[26],"is":[27,82,96,166],"labor":[28],"demanding,":[29],"difficult":[30],"to":[31,36,38,98,124],"scale":[32],"up,":[33],"hard":[35],"adapt":[37],"a":[39,45,57,70,77,106,126,136,157],"new":[40,94,117],"domain.":[41],"To":[42,110],"overcome":[43],"such":[44],"key":[46],"limitation,":[47],"we":[48,119],"propose":[49],"Sparsely":[50],"Grouped":[51],"Generative":[52],"Adversarial":[53],"Networks":[54],"(SG-GAN)":[55],"as":[56,135],"novel":[58],"approach":[59],"that":[60,142],"can":[61,144],"translate":[62,99],"images":[63,100,134],"sparsely":[65,89,163],"grouped":[66,90,164],"datasets":[67,154],"where":[68],"only":[69,105],"few":[71],"train":[72],"samples":[73],"are":[74],"labelled.":[75],"Using":[76],"one-input":[78],"multi-output":[79],"architecture,":[80],"SG-GAN":[81,143],"well-suited":[83],"tackling":[85],"multi-task":[86],"learning":[87,91],"tasks.":[92],"The":[93],"model":[95],"able":[97],"among":[101],"multiple":[102],"groups":[103],"using":[104],"single":[107],"trained":[108],"model.":[109],"experimentally":[111],"validate":[112],"the":[113,116,121],"advantages":[114],"of":[115,128],"model,":[118],"apply":[120],"proposed":[122],"method":[123],"tackle":[125],"series":[127],"attribute":[129],"tasks":[131],"facial":[133],"case":[137],"study.":[138],"Experimental":[139],"results":[140,147],"show":[141],"achieve":[145],"comparable":[146],"with":[148],"state-of-the-art":[149],"methods":[150],"on":[151,162],"adequately":[152],"labelled":[153],"while":[155],"attaining":[156],"superior":[158],"translation":[160],"quality":[161],"datasets~\\footnoteCode":[165],"available":[167],"at":[168],"https://github.com/zhangqianhui/SGGAN-tensorflow..":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-12T08:34:05.389933","created_date":"2025-10-10T00:00:00"}
