{"id":"https://openalex.org/W3045438096","doi":"https://doi.org/10.1109/tpami.2020.3011143","title":"A Geometrical Perspective on Image Style Transfer with Adversarial Learning","display_name":"A Geometrical Perspective on Image Style Transfer with Adversarial Learning","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3045438096","doi":"https://doi.org/10.1109/tpami.2020.3011143","mag":"3045438096","pmid":"https://pubmed.ncbi.nlm.nih.gov/32750829"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2020.3011143","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2020.3011143","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5074846459","display_name":"Xudong Pan","orcid":"https://orcid.org/0000-0003-1394-0395"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xudong Pan","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101652939","display_name":"Mi Zhang","orcid":"https://orcid.org/0000-0003-3567-3478"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mi Zhang","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014216659","display_name":"Daizong Ding","orcid":"https://orcid.org/0000-0002-4722-5229"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daizong Ding","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052437722","display_name":"Min Yang","orcid":"https://orcid.org/0000-0001-9714-5545"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Yang","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I24943067"],"apc_list":null,"apc_paid":null,"fwci":0.3847,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.58900839,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"44","issue":"1","first_page":"1","last_page":"1"},"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":0.9997000098228455,"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":0.9997000098228455,"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":0.9954000115394592,"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/T11309","display_name":"Music and Audio Processing","score":0.9830999970436096,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/generative-grammar","display_name":"Generative grammar","score":0.7140428423881531},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.712751030921936},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6749451160430908},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6229618787765503},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5622518658638},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5556761026382446},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5275145173072815},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.4770314395427704},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.44231465458869934},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20579391717910767},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06954026222229004}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7140428423881531},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.712751030921936},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6749451160430908},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6229618787765503},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5622518658638},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5556761026382446},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5275145173072815},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.4770314395427704},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.44231465458869934},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20579391717910767},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06954026222229004},{"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2020.3011143","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2020.3011143","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:32750829","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32750829","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W21223778","https://openalex.org/W92982764","https://openalex.org/W385466589","https://openalex.org/W586626860","https://openalex.org/W1410927143","https://openalex.org/W1504849653","https://openalex.org/W1516508599","https://openalex.org/W1551993401","https://openalex.org/W2001141328","https://openalex.org/W2053186076","https://openalex.org/W2072149862","https://openalex.org/W2084029876","https://openalex.org/W2094689902","https://openalex.org/W2097006534","https://openalex.org/W2125389028","https://openalex.org/W2129112648","https://openalex.org/W2148603752","https://openalex.org/W2156940638","https://openalex.org/W2157444450","https://openalex.org/W2475287302","https://openalex.org/W2519536754","https://openalex.org/W2617602381","https://openalex.org/W2739748921","https://openalex.org/W2772754974","https://openalex.org/W2785915381","https://openalex.org/W2786691175","https://openalex.org/W2792263949","https://openalex.org/W2803403013","https://openalex.org/W2804040235","https://openalex.org/W2804371177","https://openalex.org/W2808021526","https://openalex.org/W2951295144","https://openalex.org/W2952745707","https://openalex.org/W2962780596","https://openalex.org/W2962793481","https://openalex.org/W2963073614","https://openalex.org/W2963584589","https://openalex.org/W2963767194","https://openalex.org/W2963809789","https://openalex.org/W2963875852","https://openalex.org/W2963971656","https://openalex.org/W2964002510","https://openalex.org/W2964201867","https://openalex.org/W2964268978","https://openalex.org/W2964329690","https://openalex.org/W2997701990","https://openalex.org/W3014080044","https://openalex.org/W3100823116","https://openalex.org/W4211025201","https://openalex.org/W4212810988","https://openalex.org/W4229633200","https://openalex.org/W4233690291","https://openalex.org/W4233762729","https://openalex.org/W4250589301","https://openalex.org/W4252596007","https://openalex.org/W4293846201","https://openalex.org/W4295521014","https://openalex.org/W4320013936","https://openalex.org/W6603695008","https://openalex.org/W6674726998","https://openalex.org/W6675747103","https://openalex.org/W6678815747","https://openalex.org/W6682974852","https://openalex.org/W6683161245","https://openalex.org/W6732249622","https://openalex.org/W6734209382","https://openalex.org/W6735913928","https://openalex.org/W6738438352","https://openalex.org/W6739868092","https://openalex.org/W6741832134","https://openalex.org/W6747791040","https://openalex.org/W6747826573","https://openalex.org/W6749927861","https://openalex.org/W6751140987","https://openalex.org/W6751145664","https://openalex.org/W6751404249","https://openalex.org/W6751757098"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W4246396837","https://openalex.org/W2482350142","https://openalex.org/W3176240006","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4288019534","https://openalex.org/W4310988119"],"abstract_inverted_index":{"Recent":[0],"years":[1],"witness":[2],"the":[3,25,39,75,82,116,129,133,148],"booming":[4],"trend":[5],"of":[6,27,41,45,77,84,93,118,132,150,163],"applying":[7],"generative":[8,50],"adversarial":[9,51,72],"nets":[10],"(GAN)":[11],"and":[12,103,123,169],"its":[13,54],"variants":[14],"to":[15,120,127,146,178],"image":[16,46],"style":[17,47,69,98,154],"transfer.":[18],"Although":[19],"many":[20,152],"reported":[21],"results":[22,177],"strongly":[23],"demonstrate":[24,81],"power":[26],"GAN":[28,122],"on":[29,108,166,173],"this":[30,59,61],"task,":[31],"there":[32],"is":[33],"still":[34],"little":[35],"known":[36],"about":[37],"neither":[38],"interpretations":[40],"several":[42],"fundamental":[43],"phenomenons":[44],"transfer":[48,70,99,155],"by":[49],"learning,":[52],"nor":[53],"underlying":[55],"mechanism.":[56],"To":[57,80],"bridge":[58],"gap,":[60],"paper":[62],"presents":[63],"a":[64,105,125,137,143,161],"general":[65],"framework":[66],"for":[67],"analyzing":[68],"with":[71],"learning":[73],"through":[74],"lens":[76],"differential":[78],"geometry.":[79],"utility":[83],"our":[85],"proposed":[86],"framework,":[87],"we":[88,114,140,158],"provide":[89,160],"an":[90],"in-depth":[91],"analysis":[92],"Isola":[94],"et":[95],"al.'s":[96],"pioneering":[97],"model":[100,167],"pix2pix":[101,134],"[1]":[102],"reach":[104],"comprehensive":[106],"interpretation":[107],"their":[109],"major":[110],"experimental":[111],"phenomena.":[112],"Furthermore,":[113],"extend":[115],"notion":[117],"generalization":[119,130],"conditional":[121],"derive":[124],"condition":[126,145],"control":[128],"capability":[131],"model.":[135],"From":[136],"higher":[138],"viewpoint,":[139],"further":[141,180],"prove":[142],"learning-free":[144],"guarantee":[147],"existence":[149],"infinitely":[151],"perfect":[153],"mappings.":[156],"Besides,":[157],"also":[159],"number":[162],"practical":[164],"suggestions":[165],"design":[168],"dataset":[170],"construction":[171],"based":[172],"these":[174],"derived":[175],"theoretical":[176],"facilitate":[179],"researches.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
