{"id":"https://openalex.org/W4212980444","doi":"https://doi.org/10.5220/0010848900003124","title":"Leveraging Local Domains for Image-to-Image Translation","display_name":"Leveraging Local Domains for Image-to-Image Translation","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4212980444","doi":"https://doi.org/10.5220/0010848900003124"},"language":"en","primary_location":{"id":"doi:10.5220/0010848900003124","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010848900003124","pdf_url":null,"source":{"id":"https://openalex.org/S4363608825","display_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.5220/0010848900003124","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017959935","display_name":"Anthony Dell\u2019Eva","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anthony Dell\u2019Eva","raw_affiliation_strings":["VisLab, Parma, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VisLab, Parma, Italy, --- Select a Country ---","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078065160","display_name":"Fabio Pizzati","orcid":"https://orcid.org/0000-0002-6249-5649"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fabio Pizzati","raw_affiliation_strings":["Inria, Paris, France, --- Select a Country ---","VisLab, Parma, Italy, --- Select a Country ---","Inria, Paris, France, --- Select a Country ---; VisLab, Parma, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Paris, France, --- Select a Country ---","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"VisLab, Parma, Italy, --- Select a Country ---","institution_ids":[]},{"raw_affiliation_string":"Inria, Paris, France, --- Select a Country ---; VisLab, Parma, Italy, --- Select a Country ---","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023011312","display_name":"Massimo Bertozzi","orcid":"https://orcid.org/0000-0003-1463-5384"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Bertozzi","raw_affiliation_strings":["University of Parma, Parma, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Parma, Parma, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I124601658"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010261257","display_name":"Raoul de Charette","orcid":"https://orcid.org/0000-0003-3738-1962"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Raoul de Charette","raw_affiliation_strings":["Inria, Paris, France, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Paris, France, --- Select a Country ---","institution_ids":["https://openalex.org/I1326498283"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"179","last_page":"189"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9939000010490417,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9939000010490417,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.982200026512146,"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/T10862","display_name":"AI in cancer detection","score":0.9688000082969666,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hallucinating","display_name":"Hallucinating","score":0.8795278072357178},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7969245910644531},{"id":"https://openalex.org/keywords/image-translation","display_name":"Image translation","score":0.7740920782089233},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7702304124832153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.730459451675415},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.6132456064224243},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5454330444335938},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4990718364715576},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4912254214286804},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.46568694710731506},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4368418753147125},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4164216220378876},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36249810457229614},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.08028903603553772},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07228562235832214}],"concepts":[{"id":"https://openalex.org/C2911011789","wikidata":"https://www.wikidata.org/wiki/Q130741","display_name":"Hallucinating","level":2,"score":0.8795278072357178},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7969245910644531},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.7740920782089233},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7702304124832153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.730459451675415},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.6132456064224243},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5454330444335938},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4990718364715576},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4912254214286804},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.46568694710731506},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4368418753147125},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4164216220378876},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36249810457229614},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.08028903603553772},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07228562235832214},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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:10.5220/0010848900003124","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010848900003124","pdf_url":null,"source":{"id":"https://openalex.org/S4363608825","display_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0010848900003124","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010848900003124","pdf_url":null,"source":{"id":"https://openalex.org/S4363608825","display_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W2113031231","https://openalex.org/W2340897893","https://openalex.org/W2533598788","https://openalex.org/W2593414223","https://openalex.org/W2604933682","https://openalex.org/W2621350877","https://openalex.org/W2768959015","https://openalex.org/W2780740184","https://openalex.org/W2781604162","https://openalex.org/W2799062770","https://openalex.org/W2895340641","https://openalex.org/W2901870313","https://openalex.org/W2907896140","https://openalex.org/W2949981374","https://openalex.org/W2950378732","https://openalex.org/W2952056941","https://openalex.org/W2957407072","https://openalex.org/W2962785568","https://openalex.org/W2962793481","https://openalex.org/W2962848800","https://openalex.org/W2962947361","https://openalex.org/W2962974533","https://openalex.org/W2963073614","https://openalex.org/W2963444790","https://openalex.org/W2963649420","https://openalex.org/W2963696518","https://openalex.org/W2963767194","https://openalex.org/W2963789515","https://openalex.org/W2963890275","https://openalex.org/W2964309882","https://openalex.org/W2970048031","https://openalex.org/W2978074392","https://openalex.org/W2982041717","https://openalex.org/W2982763192","https://openalex.org/W2989855043","https://openalex.org/W2990780528","https://openalex.org/W2998273021","https://openalex.org/W2998545307","https://openalex.org/W3034214199","https://openalex.org/W3034305572","https://openalex.org/W3034600949","https://openalex.org/W3034839660","https://openalex.org/W3035166033","https://openalex.org/W3035593893","https://openalex.org/W3048077125","https://openalex.org/W3101380508","https://openalex.org/W3104823194","https://openalex.org/W3106333289","https://openalex.org/W3108316907","https://openalex.org/W3109301572","https://openalex.org/W3112437058","https://openalex.org/W3119479239","https://openalex.org/W3168347507","https://openalex.org/W3174417809","https://openalex.org/W3185390150","https://openalex.org/W3186685260","https://openalex.org/W3189585050","https://openalex.org/W3207649350","https://openalex.org/W4226372387","https://openalex.org/W4287682908","https://openalex.org/W4301206121","https://openalex.org/W4304480443","https://openalex.org/W4389912615"],"related_works":["https://openalex.org/W2963869863","https://openalex.org/W2768749508","https://openalex.org/W2804677535","https://openalex.org/W2888412837","https://openalex.org/W4300905080","https://openalex.org/W4212980444","https://openalex.org/W4289674165","https://openalex.org/W4286981612","https://openalex.org/W2990300161","https://openalex.org/W2801654598"],"abstract_inverted_index":{"Image-to-image":[0],"(i2i)":[1],"networks":[2,26],"struggle":[3],"to":[4,23,59,96,107,118],"capture":[5],"local":[6],"changes":[7],"because":[8],"they":[9],"do":[10],"not":[11],"affect":[12],"the":[13,40],"global":[14,30],"scene":[15],"structure.":[16],"For":[17],"example,":[18],"translating":[19],"from":[20,104],"highway":[21],"scenes":[22],"offroad,":[24],"i2i":[25],"easily":[27],"focus":[28],"on":[29,71,81,100,128,135],"color":[31],"features":[32],"but":[33],"ignore":[34],"obvious":[35],"traits":[36],"for":[37,67],"humans":[38],"like":[39],"absence":[41],"of":[42],"lane":[43],"markings.":[44],"In":[45],"this":[46],"paper,":[47],"we":[48,57,76,115,139],"leverage":[49],"human":[50],"knowledge":[51],"about":[52],"spatial":[53],"domain":[54,90,153],"characteristics":[55],"which":[56,91],"refer":[58],"as":[60],"'local":[61],"domains'":[62],"and":[63,85,125],"demonstrate":[64],"its":[65],"benefit":[66],"image-to-image":[68],"translation.":[69],"Relying":[70],"a":[72,78,87,129],"simple":[73],"geometrical":[74],"guidance,":[75],"train":[77],"patch-based":[79],"GAN":[80],"few":[82,130],"source":[83],"data":[84],"hallucinate":[86],"new":[88],"unseen":[89],"subsequently":[92],"eases":[93],"transfer":[94],"learning":[95],"target.":[97],"We":[98],"experiment":[99],"three":[101],"tasks":[102,145],"ranging":[103],"unstructured":[105],"environments":[106],"adverse":[108],"weather.":[109],"Our":[110],"comprehensive":[111],"evaluation":[112],"setting":[113],"shows":[114],"are":[116,146],"able":[117],"generate":[119],"realistic":[120],"translations,":[121],"with":[122],"minimal":[123],"priors,":[124],"training":[126],"only":[127],"images.":[131],"Furthermore,":[132],"when":[133],"trained":[134],"our":[136],"translations":[137],"images":[138],"show":[140],"that":[141],"all":[142],"tested":[143],"proxy":[144],"significantly":[147],"improved,":[148],"without":[149],"ever":[150],"seeing":[151],"target":[152],"at":[154],"training.":[155]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2022-02-24T00:00:00"}