{"id":"https://openalex.org/W4304083954","doi":"https://doi.org/10.1145/3503161.3547802","title":"Exploring Negatives in Contrastive Learning for Unpaired Image-to-Image Translation","display_name":"Exploring Negatives in Contrastive Learning for Unpaired Image-to-Image Translation","publication_year":2022,"publication_date":"2022-10-10","ids":{"openalex":"https://openalex.org/W4304083954","doi":"https://doi.org/10.1145/3503161.3547802"},"language":"en","primary_location":{"id":"doi:10.1145/3503161.3547802","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3503161.3547802","pdf_url":null,"source":{"id":"https://openalex.org/S4363608757","display_name":"Proceedings of the 30th ACM International Conference on Multimedia","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":"Proceedings of the 30th 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/A5100762393","display_name":"Yupei Lin","orcid":"https://orcid.org/0000-0001-6032-7898"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yupei Lin","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378893","display_name":"Sen Zhang","orcid":"https://orcid.org/0000-0002-8010-6045"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sen Zhang","raw_affiliation_strings":["The University of Sydney, Australia, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Australia, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052027147","display_name":"Tianshui Chen","orcid":"https://orcid.org/0000-0002-5848-5624"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianshui Chen","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081352580","display_name":"Yongyi Lu","orcid":"https://orcid.org/0000-0003-1398-9965"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongyi Lu","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100771747","display_name":"Guangping Li","orcid":"https://orcid.org/0000-0003-4119-3278"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangping Li","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039893934","display_name":"Yukai Shi","orcid":"https://orcid.org/0000-0002-9413-6528"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yukai Shi","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100762393"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":null,"apc_paid":null,"fwci":1.6621,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.86118293,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1186","last_page":"1194"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9927999973297119,"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/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6770967245101929},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.6581737995147705},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6417561173439026},{"id":"https://openalex.org/keywords/image-translation","display_name":"Image translation","score":0.5853259563446045},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5656260848045349},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5320191383361816},{"id":"https://openalex.org/keywords/negative","display_name":"Negative","score":0.4835319519042969},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36083319783210754},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.33030134439468384}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6770967245101929},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.6581737995147705},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6417561173439026},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.5853259563446045},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5656260848045349},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5320191383361816},{"id":"https://openalex.org/C113619468","wikidata":"https://www.wikidata.org/wiki/Q595597","display_name":"Negative","level":2,"score":0.4835319519042969},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36083319783210754},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33030134439468384},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3503161.3547802","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3503161.3547802","pdf_url":null,"source":{"id":"https://openalex.org/S4363608757","display_name":"Proceedings of the 30th ACM International Conference on Multimedia","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":"Proceedings of the 30th ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2340897893","https://openalex.org/W2475287302","https://openalex.org/W2962793481","https://openalex.org/W2962850830","https://openalex.org/W2962974533","https://openalex.org/W2963073614","https://openalex.org/W2963444790","https://openalex.org/W2963800363","https://openalex.org/W2963890275","https://openalex.org/W2964019233","https://openalex.org/W2983339877","https://openalex.org/W3034839660","https://openalex.org/W3035524453","https://openalex.org/W3035574324","https://openalex.org/W3108316907","https://openalex.org/W3109957618","https://openalex.org/W3141753784","https://openalex.org/W3167101089","https://openalex.org/W3173268697","https://openalex.org/W3173372951","https://openalex.org/W3175906703","https://openalex.org/W3176825610","https://openalex.org/W3176913662","https://openalex.org/W3177098672","https://openalex.org/W3180675665","https://openalex.org/W3193057479","https://openalex.org/W3196616669","https://openalex.org/W3202433296","https://openalex.org/W3203398299","https://openalex.org/W4230421069","https://openalex.org/W6600339963"],"related_works":["https://openalex.org/W3107474891","https://openalex.org/W3166978923","https://openalex.org/W99879459","https://openalex.org/W3109545856","https://openalex.org/W3135923011","https://openalex.org/W2904276469","https://openalex.org/W2401401198","https://openalex.org/W2986947168","https://openalex.org/W2361114818","https://openalex.org/W2402395612"],"abstract_inverted_index":{"Unpaired":[0,164],"image-to-image":[1,165],"translation":[2,74],"aims":[3],"to":[4,65,184,204],"find":[5],"a":[6,42,105,124,158,198],"mapping":[7],"between":[8,45,55,188],"the":[9,13,18,21,27,68,84,91,109,150,172,182,211],"source":[10,28],"domain":[11],"and":[12,89,156,170,180,214],"target":[14],"domain.":[15],"To":[16],"alleviate":[17],"problem":[19],"of":[20,23,216],"lack":[22],"supervised":[24],"labels":[25],"for":[26,36,130,163],"images,":[29],"cycle-consistency":[30],"based":[31,122],"methods":[32],"have":[33],"been":[34,63],"proposed":[35,175],"image":[37,56,69,73],"structure":[38],"preservation":[39],"by":[40,75,86,168],"assuming":[41],"reversible":[43],"relationship":[44],"unpaired":[46,72],"images.":[47],"However,":[48],"this":[49,146],"assumption":[50],"only":[51,197],"uses":[52],"limited":[53],"correspondence":[54,70],"pairs.":[57],"Recently,":[58],"contrastive":[59,81,132],"learning":[60,98],"(CL)":[61],"has":[62],"used":[64],"further":[66],"investigate":[67],"in":[71,145],"using":[76],"patch-based":[77],"positive/negative":[78],"learning.":[79],"Patch-based":[80],"routines":[82],"obtain":[83],"positives":[85],"self-similarity":[87],"computation":[88],"recognize":[90],"rest":[92],"patches":[93,190,201],"as":[94,141,143],"negatives.":[95],"This":[96],"flexible":[97,179],"paradigm":[99],"obtains":[100],"auxiliary":[101],"contextualized":[102],"information":[103,187],"at":[104],"low":[106],"cost.":[107],"As":[108],"negatives":[110,128,140,151],"own":[111],"an":[112,120,153],"impressive":[113],"sample":[114],"number,":[115],"with":[116],"curiosity,":[117],"we":[118,148,209],"make":[119],"investigation":[121],"on":[123],"question:":[125],"are":[126,202],"all":[127],"necessary":[129],"feature":[131],"learning?":[133],"Unlike":[134],"previous":[135],"CL":[136],"approaches":[137],"that":[138],"use":[139],"much":[142],"possible,":[144],"paper,":[147],"study":[149],"from":[152],"information-theoretic":[154],"perspective":[155],"introduce":[157],"new":[159],"negative":[160,200],"Pruning":[161],"technology":[162],"Translation":[166],"(PUT)":[167],"sparsifying":[169],"ranking":[171],"patches.":[173],"The":[174],"algorithm":[176],"is":[177],"efficient,":[178],"enables":[181],"model":[183,218],"learn":[185],"essential":[186],"corresponding":[189],"stably.":[191],"By":[192],"putting":[193],"quality":[194],"over":[195],"quantity,":[196],"few":[199],"required":[203],"achieve":[205],"better":[206],"results.":[207],"Lastly,":[208],"validate":[210],"superiority,":[212],"stability,":[213],"versatility":[215],"our":[217],"through":[219],"comparative":[220],"experiments.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
