{"id":"https://openalex.org/W4206753990","doi":"https://doi.org/10.23919/eusipco54536.2021.9616283","title":"End-to-End Generative Adversarial Face Hallucination Through Residual In Internal Dense Network","display_name":"End-to-End Generative Adversarial Face Hallucination Through Residual In Internal Dense Network","publication_year":2021,"publication_date":"2021-08-23","ids":{"openalex":"https://openalex.org/W4206753990","doi":"https://doi.org/10.23919/eusipco54536.2021.9616283"},"language":"en","primary_location":{"id":"doi:10.23919/eusipco54536.2021.9616283","is_oa":false,"landing_page_url":"https://doi.org/10.23919/eusipco54536.2021.9616283","pdf_url":null,"source":{"id":"https://openalex.org/S4363607854","display_name":"2021 29th European Signal Processing Conference (EUSIPCO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 29th European Signal Processing Conference (EUSIPCO)","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/A5041442529","display_name":"Xiang Wang","orcid":"https://orcid.org/0000-0002-4903-4960"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"education","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Xiang Wang","raw_affiliation_strings":["Dept. of Computer Science, Lakehead University, Thunder Bay, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Lakehead University, Thunder Bay, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101783854","display_name":"Yimin Yang","orcid":"https://orcid.org/0000-0002-1131-2056"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"education","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yimin Yang","raw_affiliation_strings":["Dept. of Computer Science, Lakehead University, Thunder Bay, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Lakehead University, Thunder Bay, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113750277","display_name":"Qixiang Pang","orcid":null},"institutions":[{"id":"https://openalex.org/I2800648497","display_name":"Confederation College","ror":"https://ror.org/03pf0yc39","country_code":"CA","type":"education","lineage":["https://openalex.org/I2800648497"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Qixiang Pang","raw_affiliation_strings":["School of Engineering Tech., Trades and Aviation Confederation College, Thunder Bay, Canada"],"affiliations":[{"raw_affiliation_string":"School of Engineering Tech., Trades and Aviation Confederation College, Thunder Bay, Canada","institution_ids":["https://openalex.org/I2800648497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076433797","display_name":"Qiang Tang","orcid":"https://orcid.org/0000-0002-9924-3939"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Qiang Tang","raw_affiliation_strings":["Dept. of Electrial and Computer Engineering, The University of British Columbia Vancouver, Vancouver, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Electrial and Computer Engineering, The University of British Columbia Vancouver, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049374513","display_name":"Shan Du","orcid":"https://orcid.org/0000-0002-2281-5150"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I822440","display_name":"Okanagan University College","ror":"https://ror.org/02mxmh518","country_code":"CA","type":"education","lineage":["https://openalex.org/I822440"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shan Du","raw_affiliation_strings":["Dept. of Comp. Sci., Math, Physics & Statistics, The University of British Columbia Okanagan, Kelowna, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Comp. Sci., Math, Physics & Statistics, The University of British Columbia Okanagan, Kelowna, Canada","institution_ids":["https://openalex.org/I822440","https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5041442529"],"corresponding_institution_ids":["https://openalex.org/I72541430"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18375576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"676","last_page":"680"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","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/T11105","display_name":"Advanced Image Processing Techniques","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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9914000034332275,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9907000064849854,"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/hallucinating","display_name":"Hallucinating","score":0.9836519956588745},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.9609205722808838},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7786545753479004},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7719459533691406},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6843093633651733},{"id":"https://openalex.org/keywords/face-hallucination","display_name":"Face hallucination","score":0.6601284742355347},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6572385430335999},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5708902478218079},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.542106568813324},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.5180809497833252},{"id":"https://openalex.org/keywords/inpainting","display_name":"Inpainting","score":0.5052536129951477},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.44797319173812866},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43374723196029663},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3265555799007416},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.306041955947876},{"id":"https://openalex.org/keywords/face-detection","display_name":"Face detection","score":0.28149667382240295},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11238881945610046}],"concepts":[{"id":"https://openalex.org/C2911011789","wikidata":"https://www.wikidata.org/wiki/Q130741","display_name":"Hallucinating","level":2,"score":0.9836519956588745},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.9609205722808838},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7786545753479004},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7719459533691406},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6843093633651733},{"id":"https://openalex.org/C54654163","wikidata":"https://www.wikidata.org/wiki/Q5428359","display_name":"Face hallucination","level":5,"score":0.6601284742355347},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6572385430335999},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5708902478218079},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.542106568813324},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.5180809497833252},{"id":"https://openalex.org/C11727466","wikidata":"https://www.wikidata.org/wiki/Q1628157","display_name":"Inpainting","level":3,"score":0.5052536129951477},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.44797319173812866},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43374723196029663},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3265555799007416},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.306041955947876},{"id":"https://openalex.org/C4641261","wikidata":"https://www.wikidata.org/wiki/Q11681085","display_name":"Face detection","level":4,"score":0.28149667382240295},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11238881945610046},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/eusipco54536.2021.9616283","is_oa":false,"landing_page_url":"https://doi.org/10.23919/eusipco54536.2021.9616283","pdf_url":null,"source":{"id":"https://openalex.org/S4363607854","display_name":"2021 29th European Signal Processing Conference (EUSIPCO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 29th European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7400000095367432,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G6192065628","display_name":null,"funder_award_id":"GR017752","funder_id":"https://openalex.org/F4320323180","funder_display_name":"University of British Columbia"}],"funders":[{"id":"https://openalex.org/F4320323180","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1600550542","https://openalex.org/W1686810756","https://openalex.org/W1834627138","https://openalex.org/W1885185971","https://openalex.org/W1972002222","https://openalex.org/W1983781364","https://openalex.org/W2133665775","https://openalex.org/W2140257560","https://openalex.org/W2141631520","https://openalex.org/W2152131136","https://openalex.org/W2201706299","https://openalex.org/W2242218935","https://openalex.org/W2331128040","https://openalex.org/W2507235960","https://openalex.org/W2520930090","https://openalex.org/W2604439412","https://openalex.org/W2741976748","https://openalex.org/W2780544323","https://openalex.org/W2798691622","https://openalex.org/W2810518847","https://openalex.org/W2891158090","https://openalex.org/W2895542678","https://openalex.org/W2962785568","https://openalex.org/W2963470893","https://openalex.org/W2963676087","https://openalex.org/W2964101377","https://openalex.org/W2964121592","https://openalex.org/W2969834519","https://openalex.org/W2988058144","https://openalex.org/W4297800839","https://openalex.org/W4320013936","https://openalex.org/W6637373629","https://openalex.org/W6687752125","https://openalex.org/W6692550842","https://openalex.org/W6735593745","https://openalex.org/W6766755929"],"related_works":["https://openalex.org/W4389325980","https://openalex.org/W2575396084","https://openalex.org/W4293869205","https://openalex.org/W2377772892","https://openalex.org/W2171107009","https://openalex.org/W1563139347","https://openalex.org/W2740535357","https://openalex.org/W2950353144","https://openalex.org/W4309434438","https://openalex.org/W4206753990"],"abstract_inverted_index":{"Face":[0,44],"hallucination":[1],"has":[2,25],"been":[3],"a":[4,17,26,36,72],"highly":[5],"attractive":[6],"computer":[7],"vision":[8],"research":[9],"topic":[10],"in":[11,48,77],"recent":[12],"years.":[13],"It":[14],"is":[15,98,125],"still":[16],"particularly":[18],"challenging":[19],"task":[20],"since":[21],"the":[22,83,96,108,141],"human":[23],"face":[24,61,105,131,137],"complex":[27],"and":[28,85],"delicate":[29],"structure.":[30],"In":[31,94],"this":[32],"paper,":[33],"we":[34],"propose":[35,71],"novel":[37],"network":[38],"structure,":[39],"namely":[40],"end-to-end":[41],"Generative":[42],"Adversarial":[43],"Hallucination":[45],"through":[46],"Residual":[47,76],"Internal":[49,78],"Dense":[50,79],"Network":[51],"(GAFH-RIDN),":[52],"to":[53,63,100,112,127],"hallucinate":[54,128],"an":[55,87],"unaligned":[56],"tiny":[57],"(32\u00d732":[58],"pixels)":[59,67],"low-resolution":[60],"image":[62],"its":[64],"8\u00d7":[65],"(256\u00d7256":[66],"high-resolution":[68],"counterpart.":[69],"We":[70],"new":[73],"architecture":[74],"called":[75],"Block":[80],"(RIDB)":[81],"for":[82],"generator":[84,97],"exploit":[86],"improved":[88,109],"discriminator,":[89],"Relativistic":[90],"average":[91],"Discriminator":[92],"(RaD).":[93],"GAFH-RIDN,":[95],"used":[99],"generate":[101],"visually":[102],"pleasant":[103],"hallucinated":[104],"images,":[106],"while":[107],"discriminator":[110],"aims":[111],"evaluate":[113],"how":[114],"much":[115],"input":[116],"images":[117],"are":[118],"realistic.":[119],"With":[120],"continual":[121],"adversarial":[122],"learning,":[123],"GAFH-RIDN":[124],"able":[126],"perceptually":[129],"plausible":[130],"images.":[132],"Extensive":[133],"experiments":[134],"on":[135],"large":[136],"datasets":[138],"demonstrate":[139],"that":[140],"proposed":[142],"method":[143],"significantly":[144],"outperforms":[145],"other":[146],"state-of-the-art":[147],"methods.":[148]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}