{"id":"https://openalex.org/W4385289606","doi":"https://doi.org/10.1109/tcsvt.2023.3298929","title":"PBR-GAN: Imitating Physically-Based Rendering With Generative Adversarial Networks","display_name":"PBR-GAN: Imitating Physically-Based Rendering With Generative Adversarial Networks","publication_year":2023,"publication_date":"2023-07-26","ids":{"openalex":"https://openalex.org/W4385289606","doi":"https://doi.org/10.1109/tcsvt.2023.3298929"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2023.3298929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2023.3298929","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Circuits and Systems for Video Technology","raw_type":"journal-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/A5100697662","display_name":"Ru Li","orcid":"https://orcid.org/0000-0002-7249-6848"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ru Li","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Weihai, China"],"raw_orcid":"https://orcid.org/0000-0002-7249-6848","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Weihai, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078550858","display_name":"Peng Dai","orcid":"https://orcid.org/0000-0001-9538-5879"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Peng Dai","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Hong Kong, Hong Kong, SAR, China"],"raw_orcid":"https://orcid.org/0000-0001-9538-5879","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Hong Kong, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100654860","display_name":"Guanghui Liu","orcid":"https://orcid.org/0000-0002-4170-4552"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanghui Liu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-4170-4552","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084025984","display_name":"Shengping Zhang","orcid":"https://orcid.org/0000-0001-5200-3420"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengping Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Weihai, China"],"raw_orcid":"https://orcid.org/0000-0001-5200-3420","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Weihai, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077470082","display_name":"Bing Zeng","orcid":"https://orcid.org/0000-0002-4491-7967"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Zeng","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-4491-7967","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039387461","display_name":"Shuaicheng Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuaicheng Liu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8815-5335","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100697662"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.8242,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.74686121,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"34","issue":"3","first_page":"1827","last_page":"1840"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9988999962806702,"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"}},{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9983000159263611,"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/computer-science","display_name":"Computer science","score":0.8367184400558472},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.7718268632888794},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.6747775077819824},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6540592312812805},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6174959540367126},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.5495457053184509},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5451676845550537},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.42719951272010803},{"id":"https://openalex.org/keywords/global-illumination","display_name":"Global illumination","score":0.42137232422828674},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.416729211807251},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3608468472957611},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2205299437046051},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.0803883969783783}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8367184400558472},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.7718268632888794},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.6747775077819824},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6540592312812805},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6174959540367126},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.5495457053184509},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5451676845550537},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.42719951272010803},{"id":"https://openalex.org/C89720835","wikidata":"https://www.wikidata.org/wiki/Q1531701","display_name":"Global illumination","level":3,"score":0.42137232422828674},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.416729211807251},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3608468472957611},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2205299437046051},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0803883969783783},{"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/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2023.3298929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2023.3298929","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1623365693","display_name":null,"funder_award_id":"2023NSFSC0462","funder_id":"https://openalex.org/F4320333335","funder_display_name":"Sichuan Province Science and Technology Support Program"},{"id":"https://openalex.org/G2305713756","display_name":null,"funder_award_id":"62071097","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6391884445","display_name":null,"funder_award_id":"62031009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8046499684","display_name":null,"funder_award_id":"2023NSFSC0458","funder_id":"https://openalex.org/F4320333335","funder_display_name":"Sichuan Province Science and Technology Support Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333335","display_name":"Sichuan Province Science and Technology Support Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1564611446","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W2076491823","https://openalex.org/W2101856619","https://openalex.org/W2117539524","https://openalex.org/W2133665775","https://openalex.org/W2164847484","https://openalex.org/W2557465155","https://openalex.org/W2563100679","https://openalex.org/W2739489527","https://openalex.org/W2794766838","https://openalex.org/W2798729263","https://openalex.org/W2803705807","https://openalex.org/W2888277922","https://openalex.org/W2892899442","https://openalex.org/W2950689937","https://openalex.org/W2962785568","https://openalex.org/W2962793481","https://openalex.org/W2962818260","https://openalex.org/W2962907081","https://openalex.org/W2963073614","https://openalex.org/W2963225136","https://openalex.org/W2963587818","https://openalex.org/W2963767194","https://openalex.org/W2964024144","https://openalex.org/W3015409886","https://openalex.org/W3016980765","https://openalex.org/W3035996440","https://openalex.org/W3040184427","https://openalex.org/W3099468779","https://openalex.org/W3109585842","https://openalex.org/W3127430853","https://openalex.org/W3137432642","https://openalex.org/W3153220274","https://openalex.org/W3174752334","https://openalex.org/W3176793854","https://openalex.org/W3203570626","https://openalex.org/W3215769467","https://openalex.org/W4200132640","https://openalex.org/W4226176592","https://openalex.org/W4245933748","https://openalex.org/W4248529434","https://openalex.org/W4283730568","https://openalex.org/W4285821897","https://openalex.org/W4292265354","https://openalex.org/W4312696983","https://openalex.org/W4312969460","https://openalex.org/W4319299752","https://openalex.org/W4319299970","https://openalex.org/W4323891935","https://openalex.org/W6637373629","https://openalex.org/W6684813833","https://openalex.org/W6754127160","https://openalex.org/W6765779288"],"related_works":["https://openalex.org/W2366944513","https://openalex.org/W3217069185","https://openalex.org/W2397912953","https://openalex.org/W2124439461","https://openalex.org/W4308928038","https://openalex.org/W3049340819","https://openalex.org/W2099004500","https://openalex.org/W4388994528","https://openalex.org/W2077708435","https://openalex.org/W4376115546"],"abstract_inverted_index":{"We":[0],"propose":[1,48],"a":[2,162],"Generative":[3],"Adversarial":[4],"Network":[5],"(GAN)-based":[6],"architecture":[7],"for":[8,171],"achieving":[9],"high-quality":[10],"physically":[11],"based":[12],"rendering":[13],"(PBR).":[14],"Conventional":[15],"PBR":[16],"relies":[17],"heavily":[18],"on":[19,144],"ray":[20],"tracing,":[21],"which":[22],"is":[23,165],"computationally":[24],"expensive":[25],"in":[26],"complicated":[27],"environments.":[28],"Some":[29],"recent":[30],"deep":[31],"learning-based":[32],"methods":[33],"can":[34,180],"improve":[35,186],"efficiency":[36],"but":[37],"cannot":[38],"deal":[39],"with":[40],"illumination":[41,183],"variation":[42,184],"well.":[43],"In":[44],"this":[45],"paper,":[46],"we":[47],"PBR-GAN,":[49],"an":[50],"end-to-end":[51],"GAN-based":[52],"network":[53],"that":[54,96,114,178],"solves":[55],"these":[56],"problems":[57],"while":[58],"generating":[59],"natural":[60],"photo-realistic":[61,159],"images.":[62],"Two":[63],"encoders":[64,88],"(the":[65,74],"shading":[66,148],"encoder":[67],"and":[68,71,77,89,104,121,150,185],"albedo":[69],"encoder)":[70],"two":[72,87],"decoders":[73],"image":[75,91,188],"decoder":[76,92,110],"light":[78,109,112,151],"decoder)":[79],"are":[80,154],"introduced":[81],"to":[82,118,127,156,167],"achieve":[83],"our":[84],"target.":[85],"The":[86,108,124],"the":[90,94,98,101,105,119,129,136,158,182,187],"constitute":[93],"generator":[95,130],"learns":[97],"mapping":[99],"between":[100],"generated":[102,137],"domain":[103,145],"real":[106,163],"domain.":[107],"produces":[111],"maps":[113],"pay":[115],"more":[116],"attention":[117],"highlight":[120],"shadow":[122],"regions.":[123],"discriminator":[125],"aims":[126],"optimize":[128,157],"by":[131],"distinguishing":[132],"target":[133],"images":[134],"from":[135],"ones.":[138],"Three":[139],"novel":[140],"loss":[141],"items,":[142],"concentrating":[143],"translation,":[146],"overall":[147],"preservation,":[149],"map":[152],"estimation,":[153],"proposed":[155],"outputs.":[160],"Furthermore,":[161],"dataset":[164],"collected":[166],"provide":[168],"realistic":[169],"information":[170],"training":[172],"GAN":[173],"architecture.":[174],"Extensive":[175],"experiments":[176],"indicate":[177],"PBR-GAN":[179],"preserve":[181],"perceptual":[189],"quality.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
