{"id":"https://openalex.org/W4406526513","doi":"https://doi.org/10.1145/3712263","title":"RenderGAN: Enhancing Real-time Rendering Efficiency with Deep Learning","display_name":"RenderGAN: Enhancing Real-time Rendering Efficiency with Deep Learning","publication_year":2025,"publication_date":"2025-01-17","ids":{"openalex":"https://openalex.org/W4406526513","doi":"https://doi.org/10.1145/3712263"},"language":"en","primary_location":{"id":"doi:10.1145/3712263","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712263","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3712263","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055447326","display_name":"Marco Mameli","orcid":"https://orcid.org/0000-0002-5269-9939"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Mameli","raw_affiliation_strings":["Dipartimento di Ingegneria dell\u2019 Informazione (DII), Universit\u00e0 Politecnica delle Marche, Ancona, Italy","Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria dell\u2019Informazione (DII), Italy"],"raw_orcid":"https://orcid.org/0000-0002-5269-9939","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria dell\u2019 Informazione (DII), Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]},{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria dell\u2019Informazione (DII), Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091088374","display_name":"Marina Paolanti","orcid":"https://orcid.org/0000-0002-5523-7174"},"institutions":[{"id":"https://openalex.org/I55133342","display_name":"University of Macerata","ror":"https://ror.org/0001fmy77","country_code":"IT","type":"education","lineage":["https://openalex.org/I55133342"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marina Paolanti","raw_affiliation_strings":["University of Macerata, Macerata, Italy","University of Macerata, Department of Political Sciences, Communication and International Relations (SPOCRI), Italy"],"raw_orcid":"https://orcid.org/0000-0002-5523-7174","affiliations":[{"raw_affiliation_string":"University of Macerata, Macerata, Italy","institution_ids":["https://openalex.org/I55133342"]},{"raw_affiliation_string":"University of Macerata, Department of Political Sciences, Communication and International Relations (SPOCRI), Italy","institution_ids":["https://openalex.org/I55133342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083358549","display_name":"Adriano Mancini","orcid":"https://orcid.org/0000-0001-5281-9200"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Adriano Mancini","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche, Ancona, Italy","Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria dell\u2019Informazione (DII), Italy"],"raw_orcid":"https://orcid.org/0000-0001-5281-9200","affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]},{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria dell\u2019Informazione (DII), Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043094333","display_name":"Primo Zingaretti","orcid":"https://orcid.org/0000-0002-5709-2159"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Primo Zingaretti","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche, Ancona, Italy","Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria dell\u2019Informazione (DII), Italy"],"raw_orcid":"https://orcid.org/0000-0002-5709-2159","affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]},{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria dell\u2019Informazione (DII), Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058352961","display_name":"Roberto Pierdicca","orcid":"https://orcid.org/0000-0002-9160-834X"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Roberto Pierdicca","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria Civile, Edile e dell\u2019 Architettura (DICEA), Ancona, Italy","Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria Civile, Edile e dell\u2019Architettura (DICEA), Italy"],"raw_orcid":"https://orcid.org/0000-0002-9160-834X","affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria Civile, Edile e dell\u2019 Architettura (DICEA), Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]},{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche, Dipartimento di Ingegneria Civile, Edile e dell\u2019Architettura (DICEA), Italy","institution_ids":["https://openalex.org/I122534668"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7655,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66476037,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"21","issue":"3","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9998999834060669,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9998999834060669,"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":0.9998999834060669,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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":0.910611629486084},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.5625872015953064},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5150713324546814},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.46373167634010315},{"id":"https://openalex.org/keywords/deep-time","display_name":"Deep time","score":0.4493171274662018},{"id":"https://openalex.org/keywords/real-time-rendering","display_name":"Real-time rendering","score":0.4473683536052704},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.44659605622291565},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4111907482147217},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.39081114530563354},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3569561243057251}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.910611629486084},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.5625872015953064},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5150713324546814},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.46373167634010315},{"id":"https://openalex.org/C131419983","wikidata":"https://www.wikidata.org/wiki/Q1909845","display_name":"Deep time","level":2,"score":0.4493171274662018},{"id":"https://openalex.org/C116921373","wikidata":"https://www.wikidata.org/wiki/Q2816483","display_name":"Real-time rendering","level":3,"score":0.4473683536052704},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.44659605622291565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4111907482147217},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.39081114530563354},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3569561243057251},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3712263","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712263","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},{"id":"pmh:oai:iris.univpm.it:11566/345404","is_oa":true,"landing_page_url":"https://hdl.handle.net/11566/345404","pdf_url":null,"source":{"id":"https://openalex.org/S4306402571","display_name":"Universit\u00e0 Politecnica delle Marche (Universit\u00e0 Politecnica delle Marche)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122534668","host_organization_name":"Marche Polytechnic University","host_organization_lineage":["https://openalex.org/I122534668"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:u-pad.unimc.it:11393/364550","is_oa":true,"landing_page_url":"https://hdl.handle.net/11393/364550","pdf_url":null,"source":{"id":"https://openalex.org/S4377196455","display_name":"U-PAD Unimc - Open Digital Publications (University of Macerata)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I55133342","host_organization_name":"University of Macerata","host_organization_lineage":["https://openalex.org/I55133342"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1145/3712263","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712263","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1580389772","https://openalex.org/W1885185971","https://openalex.org/W2065460909","https://openalex.org/W2083790008","https://openalex.org/W2099474155","https://openalex.org/W2108598243","https://openalex.org/W2156067784","https://openalex.org/W2159269332","https://openalex.org/W2194775991","https://openalex.org/W2242218935","https://openalex.org/W2293401859","https://openalex.org/W2294432800","https://openalex.org/W2295329974","https://openalex.org/W2331128040","https://openalex.org/W2476548250","https://openalex.org/W2509044657","https://openalex.org/W2535388113","https://openalex.org/W2551546500","https://openalex.org/W2557227117","https://openalex.org/W2607041014","https://openalex.org/W2737368828","https://openalex.org/W2739234443","https://openalex.org/W2798664922","https://openalex.org/W2866634454","https://openalex.org/W2891634559","https://openalex.org/W2923834406","https://openalex.org/W2963372104","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W2964040059","https://openalex.org/W2964101377","https://openalex.org/W2965669158","https://openalex.org/W2983810994","https://openalex.org/W2996880115","https://openalex.org/W3023338037","https://openalex.org/W3043408700","https://openalex.org/W3048388100","https://openalex.org/W3048569044","https://openalex.org/W3096831136","https://openalex.org/W3109728105","https://openalex.org/W3125960382","https://openalex.org/W3126857817","https://openalex.org/W3134146960","https://openalex.org/W3158809163","https://openalex.org/W4200509099","https://openalex.org/W4206711325","https://openalex.org/W4301108625","https://openalex.org/W4366085702","https://openalex.org/W4377089061","https://openalex.org/W4385879965","https://openalex.org/W4392881229"],"related_works":["https://openalex.org/W2112265557","https://openalex.org/W2349695707","https://openalex.org/W2377937343","https://openalex.org/W2125636673","https://openalex.org/W2979719962","https://openalex.org/W2022688099","https://openalex.org/W2118643726","https://openalex.org/W2361687461","https://openalex.org/W1994086797","https://openalex.org/W2350100566"],"abstract_inverted_index":{"In":[0,43],"the":[1,19,87,106,143,162],"domain":[2],"of":[3,111,124,165],"computer":[4,136],"graphics,":[5],"achieving":[6],"high":[7],"visual":[8,28,80,167],"quality":[9],"in":[10,59,134],"real-time":[11,24,60,69,135,146,166],"rendering":[12,25,70,139],"remains":[13],"a":[14,49,68,112,116],"formidable":[15],"challenge":[16,58],"due":[17],"to":[18,54,74],"inherent":[20],"time-quality":[21],"tradeoff.":[22],"Conventional":[23],"engines":[26],"sacrifice":[27],"fidelity":[29],"for":[30,154],"interactive":[31],"performance,":[32],"while":[33],"image":[34,97,156],"generation":[35],"using":[36,86],"path-tracing":[37,113,148],"techniques":[38],"can":[39],"be":[40],"exceedingly":[41],"time-consuming.":[42],"this":[44,56],"article,":[45],"we":[46,103],"introduce":[47],"RenderGAN,":[48],"deep":[50],"learning-based":[51],"solution":[52],"designed":[53],"address":[55],"critical":[57],"rendering.":[61],"RenderGAN":[62,150],"uses":[63],"G-Buffers":[64],"and":[65,138,147,160],"information":[66],"from":[67],"engine":[71],"as":[72],"inputs":[73],"produce":[75],"output":[76],"images":[77,108],"with":[78,93,109],"exceptional":[79],"fidelity.":[81],"Its":[82],"encoder\u2013decoder":[83],"architecture,":[84],"trained":[85],"Generative":[88],"Adversarial":[89],"Network":[90],"(GAN)":[91],"framework":[92],"perceptual":[94],"loss,":[95],"enhances":[96],"realism.":[98],"To":[99],"evaluate":[100],"RenderGAN\u2019s":[101,126],"effectiveness,":[102],"quantitatively":[104],"compare":[105],"generated":[107],"those":[110],"engine,":[114],"obtaining":[115],"remarkable":[117],"Universal":[118],"Image":[119],"Quality":[120],"Index":[121],"(UIQI)":[122],"value":[123],"0.898.":[125],"open":[127],"source":[128],"nature":[129],"fosters":[130],"collaboration,":[131],"driving":[132],"advancements":[133],"graphics":[137],"techniques.":[140],"By":[141],"bridging":[142],"gap":[144],"between":[145],"rendering,":[149],"opens":[151],"new":[152],"horizons":[153],"accelerated":[155],"generation,":[157],"inspiring":[158],"innovation":[159],"unlocking":[161],"full":[163],"potential":[164],"experiences.":[168],"Project":[169],"page:":[170],"https://github.com/marcomameli1992/RenderNet":[171]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}