{"id":"https://openalex.org/W3092504069","doi":"https://doi.org/10.2352/issn.2470-1173.2020.9.iqsp-315","title":"DNN-based ISP Parameter Inference Algorithm for Automatic Image Quality Optimization","display_name":"DNN-based ISP Parameter Inference Algorithm for Automatic Image Quality Optimization","publication_year":2020,"publication_date":"2020-01-26","ids":{"openalex":"https://openalex.org/W3092504069","doi":"https://doi.org/10.2352/issn.2470-1173.2020.9.iqsp-315","mag":"3092504069"},"language":"en","primary_location":{"id":"doi:10.2352/issn.2470-1173.2020.9.iqsp-315","is_oa":false,"landing_page_url":"https://doi.org/10.2352/issn.2470-1173.2020.9.iqsp-315","pdf_url":null,"source":{"id":"https://openalex.org/S4210227276","display_name":"Electronic Imaging","issn_l":"2470-1173","issn":["2470-1173"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Imaging","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/A5100327649","display_name":"Younghoon Kim","orcid":"https://orcid.org/0000-0002-0773-2146"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Younghoon Kim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375678","display_name":"Jungmin Lee","orcid":"https://orcid.org/0000-0002-5194-8470"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jungmin Lee","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101723942","display_name":"Sung\u2010Su Kim","orcid":"https://orcid.org/0000-0002-8858-1932"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sung-Su Kim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102750538","display_name":"Cheoljong Yang","orcid":"https://orcid.org/0000-0001-8517-2562"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheoljong Yang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420784","display_name":"Tae\u2010Hyung Kim","orcid":"https://orcid.org/0000-0003-3671-3830"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"TaeHyung Kim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5042040759","display_name":"Joon-Seo Yim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"JoonSeo Yim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1041,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.44172216,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"32","issue":"9","first_page":"315","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7048397064208984},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6027342677116394},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5275216698646545},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5226842761039734},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.48433220386505127},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.47847244143486023},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46726909279823303},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4439375400543213},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3272096514701843},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.2543970048427582},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2227500081062317},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07480287551879883}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7048397064208984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6027342677116394},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5275216698646545},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5226842761039734},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.48433220386505127},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.47847244143486023},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46726909279823303},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4439375400543213},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3272096514701843},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2543970048427582},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2227500081062317},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07480287551879883},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2352/issn.2470-1173.2020.9.iqsp-315","is_oa":false,"landing_page_url":"https://doi.org/10.2352/issn.2470-1173.2020.9.iqsp-315","pdf_url":null,"source":{"id":"https://openalex.org/S4210227276","display_name":"Electronic Imaging","issn_l":"2470-1173","issn":["2470-1173"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Imaging","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1891287906","https://openalex.org/W2036807459","https://openalex.org/W2775347418","https://openalex.org/W2161229648","https://openalex.org/W2993674027","https://openalex.org/W2130228941","https://openalex.org/W3217021205","https://openalex.org/W2611645609","https://openalex.org/W2337642320","https://openalex.org/W2587146241"],"abstract_inverted_index":{"In":[0,29,70],"camera":[1],"development,":[2],"because":[3],"the":[4,10,66,76,83,108,113,132,139,144,154,179],"image":[5,20,40,51,61,78,114,175],"quality":[6,41,52,115,159],"is":[7,13,25],"subjective":[8,60],"and":[9,97,112,166,178],"tuning":[11,42],"complexity":[12],"increasing,":[14],"building":[15],"a":[16,94,105],"correlated":[17],"model":[18,106],"with":[19],"signal":[21],"processor":[22],"(ISP)":[23],"pipeline":[24],"very":[26],"demanding":[27],"task.":[28],"order":[30,129],"to":[31,58,130,151],"overcome":[32],"those":[33],"problems,":[34],"this":[35,71],"paper":[36],"proposes":[37],"an":[38],"automatic":[39],"framework":[43],"based":[44],"on":[45],"Deep":[46],"Neural":[47],"Network":[48],"(DNN).":[49],"The":[50],"metric":[53],"(IQM)":[54],"have":[55],"been":[56,80,164],"defined":[57],"quantifies":[59],"quality,":[62],"which":[63,149],"effectively":[64],"represents":[65],"actual":[67],"user":[68],"perception.":[69],"way,":[72],"fast":[73],"reproduction":[74],"of":[75,91,110,134,146],"desired":[77],"has":[79,163],"possible":[81],"through":[82,168],"minimized":[84],"computing":[85],"resource.":[86],"Proposed":[87],"Optimization":[88],"methodology":[89],"consists":[90],"Phase":[92,98,102],"1,":[93],"ISP":[95,111],"modeling,":[96],"2,":[99,119],"parameter":[100],"optimization.":[101],"1":[103],"construct":[104],"between":[107],"parameters":[109,133,156],"metric.":[116],"At":[117],"phase":[118],"we":[120],"add":[121],"partially":[122],"connected":[123],"layer":[124,127],"at":[125],"input":[126],"in":[128],"optimize":[131],"ISP.":[135,182],"Using":[136],"backpropagation":[137],"approach,":[138],"network":[140],"selectively":[141],"updates":[142],"only":[143],"weights":[145],"partial":[147],"connections,":[148],"allow":[150],"automatically":[152],"derive":[153],"optimal":[155],"for":[157],"high":[158],"image.":[160],"This":[161],"idea":[162],"implemented":[165],"experimented":[167],"commercial":[169],"16":[170],"Mega":[171],"pixel":[172],"resolution":[173],"CMOS":[174],"sensor":[176],"(CIS)":[177],"state-of-the":[180],"art":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}