{"id":"https://openalex.org/W4390494275","doi":"https://doi.org/10.1109/cisp-bmei60920.2023.10373367","title":"Semi-Supervised Learning for Low-Light Image Enhancement by Pseudo Low-Light Image","display_name":"Semi-Supervised Learning for Low-Light Image Enhancement by Pseudo Low-Light Image","publication_year":2023,"publication_date":"2023-10-28","ids":{"openalex":"https://openalex.org/W4390494275","doi":"https://doi.org/10.1109/cisp-bmei60920.2023.10373367"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei60920.2023.10373367","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei60920.2023.10373367","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101529136","display_name":"Shuo Xie","orcid":"https://orcid.org/0000-0001-9281-5351"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Xie","raw_affiliation_strings":["East China Normal University,School of Communication and Electronic Engineering","School of Communication and Electronic Engineering, East China Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University,School of Communication and Electronic Engineering","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100581055","display_name":"Yingjie Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjie Ma","raw_affiliation_strings":["East China Normal University,School of Communication and Electronic Engineering","School of Communication and Electronic Engineering, East China Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University,School of Communication and Electronic Engineering","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089159235","display_name":"Wei Xu","orcid":"https://orcid.org/0000-0001-9802-8076"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Xu","raw_affiliation_strings":["East China Normal University,School of Communication and Electronic Engineering","Key Laboratory of System Control and Information Processing, Ministry of Education, Shanghai","School of Communication and Electronic Engineering, East China Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University,School of Communication and Electronic Engineering","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"Key Laboratory of System Control and Information Processing, Ministry of Education, Shanghai","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100560954","display_name":"Song Qiu","orcid":"https://orcid.org/0000-0001-9035-5611"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Song Qiu","raw_affiliation_strings":["East China Normal University,School of Communication and Electronic Engineering","School of Communication and Electronic Engineering, East China Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University,School of Communication and Electronic Engineering","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100612588","display_name":"Yifei Sun","orcid":"https://orcid.org/0000-0002-1449-430X"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifei Sun","raw_affiliation_strings":["East China Normal University,School of Communication and Electronic Engineering","School of Communication and Electronic Engineering, East China Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University,School of Communication and Electronic Engineering","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3641,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68770957,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement 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"}},"topics":[{"id":"https://openalex.org/T11019","display_name":"Image Enhancement 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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998000264167786,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9991000294685364,"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/computer-science","display_name":"Computer science","score":0.7406082153320312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7181874513626099},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6133914589881897},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6040310859680176},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5736420154571533},{"id":"https://openalex.org/keywords/image-enhancement","display_name":"Image enhancement","score":0.5697413682937622},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5075989961624146},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.503546416759491},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46993502974510193},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43374839425086975},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41177576780319214},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16010940074920654}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7406082153320312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7181874513626099},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6133914589881897},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6040310859680176},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5736420154571533},{"id":"https://openalex.org/C3017601658","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image enhancement","level":3,"score":0.5697413682937622},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5075989961624146},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.503546416759491},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46993502974510193},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43374839425086975},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41177576780319214},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16010940074920654},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei60920.2023.10373367","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei60920.2023.10373367","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"},{"id":"https://openalex.org/F4320335669","display_name":"Key Laboratory of System Control and Information Processing","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2102166818","https://openalex.org/W2133665775","https://openalex.org/W2254039850","https://openalex.org/W2331128040","https://openalex.org/W2431080869","https://openalex.org/W2949187370","https://openalex.org/W2953070460","https://openalex.org/W2962785568","https://openalex.org/W3034347506","https://openalex.org/W3035595647","https://openalex.org/W3035719652","https://openalex.org/W3036167779","https://openalex.org/W3106758205","https://openalex.org/W3121661546","https://openalex.org/W3201357047","https://openalex.org/W4200133707","https://openalex.org/W4214717317","https://openalex.org/W4308238078","https://openalex.org/W4313059954","https://openalex.org/W4385373987","https://openalex.org/W4386075748","https://openalex.org/W4400799775","https://openalex.org/W6717772578","https://openalex.org/W6733814495","https://openalex.org/W6779823529"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2012531322","https://openalex.org/W2402761219","https://openalex.org/W2611989081","https://openalex.org/W2785900585","https://openalex.org/W2353730437","https://openalex.org/W2490303674","https://openalex.org/W2609066826","https://openalex.org/W2810752900","https://openalex.org/W2365677836"],"abstract_inverted_index":{"Building":[0],"paired":[1],"datasets":[2,13],"in":[3],"low-light":[4,71,88,123],"enhancement":[5,79],"entails":[6],"significant":[7],"cost":[8],"and":[9,104,113],"time,":[10],"making":[11],"such":[12],"precious":[14],"commodities.":[15],"Many":[16],"researchers":[17],"focus":[18],"on":[19,135],"how":[20],"to":[21,24,39,121],"enable":[22],"models":[23],"learn":[25],"more":[26],"information":[27],"from":[28,64],"limited":[29],"datasets.":[30,137],"A":[31],"prevalent":[32],"strategy":[33],"involves":[34],"employing":[35],"semi-supervised":[36,77],"learning":[37],"techniques":[38],"enhance":[40],"model":[41],"performance":[42],"through":[43],"additional":[44],"unpaired":[45,62],"images.":[46,72,83],"However,":[47],"one":[48],"of":[49,57,61,117,132],"the":[50,55,65,69,95,100,110,114,118,130],"main":[51],"challenges":[52],"faced":[53],"is":[54],"scarcity":[56],"a":[58,76],"vast":[59],"number":[60],"images":[63,89,120],"same":[66],"domain":[67,97],"as":[68],"original":[70],"Consequently,":[73],"we":[74,85],"introduce":[75],"image":[78,98,124],"method":[80],"using":[81],"pseudo-low-light":[82,119],"Initially,":[84],"generate":[86],"pseudo":[87],"with":[90,94],"less":[91],"noise":[92],"compared":[93],"source":[96],"by":[99],"Signal-to-Noise":[101],"Ratio":[102],"prior":[103],"diffusion":[105],"models.":[106],"We":[107],"then":[108],"employ":[109],"Mean-Teacher":[111],"network":[112],"feature":[115],"constraints":[116],"realize":[122],"enhancement.":[125],"Comprehensive":[126],"experimental":[127],"results":[128],"validate":[129],"efficacy":[131],"our":[133],"approach":[134],"real-world":[136]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
