{"id":"https://openalex.org/W4307436830","doi":"https://doi.org/10.3390/s22218244","title":"FDMLNet: A Frequency-Division and Multiscale Learning Network for Enhancing Low-Light Image","display_name":"FDMLNet: A Frequency-Division and Multiscale Learning Network for Enhancing Low-Light Image","publication_year":2022,"publication_date":"2022-10-27","ids":{"openalex":"https://openalex.org/W4307436830","doi":"https://doi.org/10.3390/s22218244","pmid":"https://pubmed.ncbi.nlm.nih.gov/36365942"},"language":"en","primary_location":{"id":"doi:10.3390/s22218244","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22218244","pdf_url":"https://www.mdpi.com/1424-8220/22/21/8244/pdf?version=1667874275","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/21/8244/pdf?version=1667874275","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024217766","display_name":"Haoxiang Lu","orcid":"https://orcid.org/0000-0003-2284-5154"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoxiang Lu","raw_affiliation_strings":["School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022984941","display_name":"Junming Gong","orcid":"https://orcid.org/0009-0004-4665-5018"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junming Gong","raw_affiliation_strings":["School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077799191","display_name":"Zhenbing Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhenbing Liu","raw_affiliation_strings":["School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045514825","display_name":"Rushi Lan","orcid":"https://orcid.org/0000-0002-9488-8236"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rushi Lan","raw_affiliation_strings":["School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028311940","display_name":"Xipeng Pan","orcid":"https://orcid.org/0000-0003-2581-0520"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xipeng Pan","raw_affiliation_strings":["School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Security, Guilin University of Electronic Technology, Guilin 541004, China","institution_ids":["https://openalex.org/I5343935"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5077799191"],"corresponding_institution_ids":["https://openalex.org/I5343935"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.6125,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.67982681,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"22","issue":"21","first_page":"8244","last_page":"8244"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9986000061035156,"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":0.9979000091552734,"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/naturalness","display_name":"Naturalness","score":0.7665821313858032},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6980739831924438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.607698380947113},{"id":"https://openalex.org/keywords/brightness","display_name":"Brightness","score":0.5923071503639221},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5568124055862427},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5449466109275818},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.503468930721283},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.4997129440307617},{"id":"https://openalex.org/keywords/division","display_name":"Division (mathematics)","score":0.48142144083976746},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46411070227622986},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.45736345648765564},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45238685607910156},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.43816858530044556},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.43558287620544434},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4300907850265503},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36368200182914734},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1345529854297638}],"concepts":[{"id":"https://openalex.org/C134537474","wikidata":"https://www.wikidata.org/wiki/Q17144832","display_name":"Naturalness","level":2,"score":0.7665821313858032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6980739831924438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.607698380947113},{"id":"https://openalex.org/C125245961","wikidata":"https://www.wikidata.org/wiki/Q221656","display_name":"Brightness","level":2,"score":0.5923071503639221},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5568124055862427},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5449466109275818},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.503468930721283},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.4997129440307617},{"id":"https://openalex.org/C60798267","wikidata":"https://www.wikidata.org/wiki/Q1226939","display_name":"Division (mathematics)","level":2,"score":0.48142144083976746},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46411070227622986},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.45736345648765564},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45238685607910156},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.43816858530044556},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.43558287620544434},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4300907850265503},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36368200182914734},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1345529854297638},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22218244","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22218244","pdf_url":"https://www.mdpi.com/1424-8220/22/21/8244/pdf?version=1667874275","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36365942","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36365942","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:7150f4e856e24a5ca5a7be398bc2bf76","is_oa":true,"landing_page_url":"https://doaj.org/article/7150f4e856e24a5ca5a7be398bc2bf76","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 22, Iss 21, p 8244 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/21/8244/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22218244","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 22; Issue 21; Pages: 8244","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9657473","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9657473","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22218244","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22218244","pdf_url":"https://www.mdpi.com/1424-8220/22/21/8244/pdf?version=1667874275","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1209435451","display_name":null,"funder_award_id":"YCBZ2022112","funder_id":"https://openalex.org/F4320327278","funder_display_name":"Science and Technology Department of Guangxi Zhuang Autonomous"},{"id":"https://openalex.org/G1700379529","display_name":null,"funder_award_id":"2020GXNSFAA297061","funder_id":"https://openalex.org/F4320327278","funder_display_name":"Science and Technology Department of Guangxi Zhuang Autonomous"},{"id":"https://openalex.org/G5208929520","display_name":null,"funder_award_id":"61866009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6366388873","display_name":null,"funder_award_id":"62002082","funder_id":"https://openalex.org/F4320327278","funder_display_name":"Science and Technology Department of Guangxi Zhuang Autonomous"},{"id":"https://openalex.org/G6593282674","display_name":null,"funder_award_id":"AB21220037","funder_id":"https://openalex.org/F4320327278","funder_display_name":"Science and Technology Department of Guangxi Zhuang Autonomous"},{"id":"https://openalex.org/G6842203626","display_name":null,"funder_award_id":"61866009","funder_id":"https://openalex.org/F4320327278","funder_display_name":"Science and Technology Department of Guangxi Zhuang Autonomous"},{"id":"https://openalex.org/G7476480777","display_name":null,"funder_award_id":"2020GXNSFBA238014","funder_id":"https://openalex.org/F4320327278","funder_display_name":"Science and Technology Department of Guangxi Zhuang Autonomous"},{"id":"https://openalex.org/G8742766083","display_name":null,"funder_award_id":"62002082","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327278","display_name":"Science and Technology Department of Guangxi Zhuang Autonomous","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4307436830.pdf","grobid_xml":"https://content.openalex.org/works/W4307436830.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1982471090","https://openalex.org/W2102166818","https://openalex.org/W2133665775","https://openalex.org/W2254039850","https://openalex.org/W2468596194","https://openalex.org/W2889625055","https://openalex.org/W2892099093","https://openalex.org/W2948354154","https://openalex.org/W2962785568","https://openalex.org/W2981718299","https://openalex.org/W2998131124","https://openalex.org/W3010250471","https://openalex.org/W3015044426","https://openalex.org/W3022336857","https://openalex.org/W3034347506","https://openalex.org/W3034539499","https://openalex.org/W3034895805","https://openalex.org/W3035731588","https://openalex.org/W3042803333","https://openalex.org/W3042993386","https://openalex.org/W3060832082","https://openalex.org/W3084078309","https://openalex.org/W3093629321","https://openalex.org/W3100618669","https://openalex.org/W3107113662","https://openalex.org/W3115099388","https://openalex.org/W3118649694","https://openalex.org/W3119456559","https://openalex.org/W3119525307","https://openalex.org/W3120540810","https://openalex.org/W3121661546","https://openalex.org/W3124323287","https://openalex.org/W3128094342","https://openalex.org/W3134765225","https://openalex.org/W3140922383","https://openalex.org/W3154360923","https://openalex.org/W3167152294","https://openalex.org/W3168559899","https://openalex.org/W3174535912","https://openalex.org/W3174792937","https://openalex.org/W3181748506","https://openalex.org/W3199334903","https://openalex.org/W3203313153","https://openalex.org/W3210549920","https://openalex.org/W3212847756","https://openalex.org/W3214264009","https://openalex.org/W4200084389","https://openalex.org/W4200405043","https://openalex.org/W4205282138","https://openalex.org/W4210597481","https://openalex.org/W4213245369","https://openalex.org/W4214618187","https://openalex.org/W4214934757","https://openalex.org/W4220913775","https://openalex.org/W4224130636","https://openalex.org/W4225002433","https://openalex.org/W4225556532","https://openalex.org/W4225559324","https://openalex.org/W4225999354","https://openalex.org/W4226050609","https://openalex.org/W4226297086","https://openalex.org/W4280633247","https://openalex.org/W4283740038","https://openalex.org/W4286561952","https://openalex.org/W4288782906","https://openalex.org/W4292262219","https://openalex.org/W4312256083","https://openalex.org/W6746466744","https://openalex.org/W6755037456","https://openalex.org/W7017995190"],"related_works":["https://openalex.org/W2029561777","https://openalex.org/W172797710","https://openalex.org/W3165080709","https://openalex.org/W2945105049","https://openalex.org/W2626699140","https://openalex.org/W2909357361","https://openalex.org/W4387098302","https://openalex.org/W4288365855","https://openalex.org/W2948317131","https://openalex.org/W4309346246"],"abstract_inverted_index":{"Low-illumination":[0],"images":[1],"exhibit":[2],"low":[3,93],"brightness,":[4],"blurry":[5],"details,":[6],"and":[7,17,49,55,69,79,92,100,130,163,183],"color":[8,56],"casts,":[9],"which":[10],"present":[11],"us":[12],"an":[13],"unnatural":[14],"visual":[15,25,41],"experience":[16],"further":[18],"have":[19],"a":[20,66,118,131,152],"negative":[21],"effect":[22],"on":[23,166],"other":[24],"applications.":[26],"Data-driven":[27],"approaches":[28,175],"show":[29],"tremendous":[30],"potential":[31],"for":[32],"lighting":[33],"up":[34],"the":[35,85,90],"image":[36],"brightness":[37],"while":[38],"preserving":[39],"its":[40,141,178],"naturalness.":[42],"However,":[43],"these":[44,60],"methods":[45],"introduce":[46],"hand-crafted":[47],"holes":[48],"noise":[50],"enlargement":[51],"or":[52],"over/under":[53],"enhancement":[54],"deviation.":[57],"For":[58],"mitigating":[59],"challenging":[61],"issues,":[62],"this":[63],"paper":[64],"presents":[65],"frequency":[67],"division":[68],"multiscale":[70,126,142,180],"learning":[71,127],"network":[72],"named":[73],"FDMLNet,":[74],"including":[75],"two":[76],"subnets,":[77],"DetNet":[78,99],"StruNet.":[80],"This":[81],"design":[82],"first":[83],"applies":[84],"guided":[86],"filter":[87],"to":[88,105,108,139,157],"separate":[89],"high":[91],"frequencies":[94],"of":[95],"authentic":[96],"images,":[97],"then":[98],"StruNet":[101],"are,":[102],"respectively,":[103],"developed":[104],"process":[106],"them,":[107],"fully":[109],"explore":[110],"their":[111],"information":[112],"at":[113],"different":[114],"frequencies.":[115],"In":[116,145],"StruNet,":[117],"feasible":[119],"feature":[120,181],"extraction":[121,184],"module":[122],"(FFEM),":[123],"grouped":[124],"by":[125],"block":[128],"(MSL)":[129],"dual-branch":[132],"channel":[133],"attention":[134],"mechanism":[135],"(DCAM),":[136],"is":[137],"injected":[138],"promote":[140],"representation":[143],"ability.":[144,185],"addition,":[146],"three":[147],"FFEMs":[148],"are":[149],"connected":[150],"in":[151],"new":[153],"dense":[154],"connectivity":[155],"meant":[156],"utilize":[158],"multilevel":[159],"features.":[160],"Extensive":[161],"quantitative":[162],"qualitative":[164],"experiments":[165],"public":[167],"benchmarks":[168],"demonstrate":[169],"that":[170],"our":[171],"FDMLNet":[172],"outperforms":[173],"state-of-the-art":[174],"benefiting":[176],"from":[177],"stronger":[179],"expression":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
