{"id":"https://openalex.org/W4411121624","doi":"https://doi.org/10.1007/s40747-025-01966-x","title":"Rw-Dm: Retinex and wavelet-based diffusion model for low-light image enhancement in underground coal mines","display_name":"Rw-Dm: Retinex and wavelet-based diffusion model for low-light image enhancement in underground coal mines","publication_year":2025,"publication_date":"2025-06-07","ids":{"openalex":"https://openalex.org/W4411121624","doi":"https://doi.org/10.1007/s40747-025-01966-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-01966-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01966-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01966-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01966-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yadong Li","orcid":"https://orcid.org/0009-0004-9838-5793"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]},{"id":"https://openalex.org/I4210132399","display_name":"Wuxi Vocational Institute of Commerce","ror":"https://ror.org/03bdrtb23","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210132399"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yadong Li","raw_affiliation_strings":["School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China","School of Intelligent Engineering, Jiangsu Vocational College of Information Technology, Wuxi, 214153, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Intelligent Engineering, Jiangsu Vocational College of Information Technology, Wuxi, 214153, China","institution_ids":["https://openalex.org/I4210132399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045579303","display_name":"Jun Tian","orcid":"https://orcid.org/0000-0001-7709-7961"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Tian","raw_affiliation_strings":["School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100350437","display_name":"Yang Chen","orcid":"https://orcid.org/0000-0002-5660-6349"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Chen","raw_affiliation_strings":["School of Electrical Engineering, China University of Mining and Technology, Xuzhou, 221116, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, China University of Mining and Technology, Xuzhou, 221116, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101578254","display_name":"Hongdong Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I124841900","display_name":"Xuzhou University of Technology","ror":"https://ror.org/02315by94","country_code":"CN","type":"education","lineage":["https://openalex.org/I124841900"]},{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongdong Wang","raw_affiliation_strings":["School of Information Engineering, Xuzhou University of Technology, Xuzhou, 221018, China","School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Xuzhou University of Technology, Xuzhou, 221018, China","institution_ids":["https://openalex.org/I124841900"]},{"raw_affiliation_string":"School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100753894","display_name":"Hui Yan","orcid":"https://orcid.org/0000-0002-7858-2368"},"institutions":[{"id":"https://openalex.org/I4210132399","display_name":"Wuxi Vocational Institute of Commerce","ror":"https://ror.org/03bdrtb23","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210132399"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Yan","raw_affiliation_strings":["School of Intelligent Engineering, Jiangsu Vocational College of Information Technology, Wuxi, 214153, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligent Engineering, Jiangsu Vocational College of Information Technology, Wuxi, 214153, China","institution_ids":["https://openalex.org/I4210132399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025314679","display_name":"Peng Yang","orcid":"https://orcid.org/0000-0002-1184-8117"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Peng","raw_affiliation_strings":["School of Low-Carbon Energy and Power Engineering, China University of Mining and Technology, Xuzhou, 221116, China"],"affiliations":[{"raw_affiliation_string":"School of Low-Carbon Energy and Power Engineering, China University of Mining and Technology, Xuzhou, 221116, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100604218","display_name":"Tianjiao Wang","orcid":"https://orcid.org/0000-0002-3081-2910"},"institutions":[{"id":"https://openalex.org/I118574674","display_name":"Jiangsu Normal University","ror":"https://ror.org/051hvcm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I118574674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianjiao Wang","raw_affiliation_strings":["School of Electrical Engineering and Automation, Jiangsu Normal University, Xuzhou, 221112, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Jiangsu Normal University, Xuzhou, 221112, China","institution_ids":["https://openalex.org/I118574674"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100350437"],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.163,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.78948274,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"11","issue":"8","first_page":null,"last_page":null},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9980000257492065,"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/wavelet","display_name":"Wavelet","score":0.6882830858230591},{"id":"https://openalex.org/keywords/color-constancy","display_name":"Color constancy","score":0.6553211212158203},{"id":"https://openalex.org/keywords/image-enhancement","display_name":"Image enhancement","score":0.5967991948127747},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5818758010864258},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.5437057018280029},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5367058515548706},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5048030614852905},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5025932788848877},{"id":"https://openalex.org/keywords/coal","display_name":"Coal","score":0.44614049792289734},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3849810063838959},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3655256927013397},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35245227813720703},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20516863465309143},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10997074842453003},{"id":"https://openalex.org/keywords/waste-management","display_name":"Waste management","score":0.0934503972530365}],"concepts":[{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.6882830858230591},{"id":"https://openalex.org/C187888035","wikidata":"https://www.wikidata.org/wiki/Q2563885","display_name":"Color constancy","level":3,"score":0.6553211212158203},{"id":"https://openalex.org/C3017601658","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image enhancement","level":3,"score":0.5967991948127747},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5818758010864258},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.5437057018280029},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5367058515548706},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5048030614852905},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5025932788848877},{"id":"https://openalex.org/C518851703","wikidata":"https://www.wikidata.org/wiki/Q24489","display_name":"Coal","level":2,"score":0.44614049792289734},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3849810063838959},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3655256927013397},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35245227813720703},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20516863465309143},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10997074842453003},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0934503972530365},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-01966-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01966-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01966-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2925248ac43f4e2a87d2628997100aaf","is_oa":true,"landing_page_url":"https://doaj.org/article/2925248ac43f4e2a87d2628997100aaf","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":"Complex & Intelligent Systems, Vol 11, Iss 8, Pp 1-17 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-01966-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01966-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01966-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4300000071525574,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G5030940285","display_name":null,"funder_award_id":"2023M","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5400374701","display_name":null,"funder_award_id":"62306321","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411121624.pdf","grobid_xml":"https://content.openalex.org/works/W4411121624.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1982471090","https://openalex.org/W2012554041","https://openalex.org/W2046138051","https://openalex.org/W2053655320","https://openalex.org/W2097073572","https://openalex.org/W2097117768","https://openalex.org/W2102166818","https://openalex.org/W2102993377","https://openalex.org/W2116988482","https://openalex.org/W2128926607","https://openalex.org/W2133665775","https://openalex.org/W2160547390","https://openalex.org/W2164847484","https://openalex.org/W2194775991","https://openalex.org/W2331128040","https://openalex.org/W2468596194","https://openalex.org/W2566376500","https://openalex.org/W2928133111","https://openalex.org/W2935842779","https://openalex.org/W3035731588","https://openalex.org/W3039579238","https://openalex.org/W3042993386","https://openalex.org/W3107191128","https://openalex.org/W3119525307","https://openalex.org/W3121523901","https://openalex.org/W3121661546","https://openalex.org/W4213245369","https://openalex.org/W4254902779","https://openalex.org/W4285600750","https://openalex.org/W4312249431","https://openalex.org/W4312725970","https://openalex.org/W4365148815","https://openalex.org/W4385701369","https://openalex.org/W4385768060","https://openalex.org/W4386562672","https://openalex.org/W4390872095","https://openalex.org/W4390872514","https://openalex.org/W4393241406","https://openalex.org/W6606942565"],"related_works":["https://openalex.org/W4409723823","https://openalex.org/W3171988471","https://openalex.org/W2084238379","https://openalex.org/W2354474350","https://openalex.org/W4394007371","https://openalex.org/W2385349140","https://openalex.org/W4405730045","https://openalex.org/W4391146534","https://openalex.org/W2412212709","https://openalex.org/W2113313537"],"abstract_inverted_index":{"The":[0],"images":[1,83,136,162],"in":[2,73,121,155,164,168],"underground":[3,159],"coal":[4,138,160],"mines":[5,139],"suffer":[6],"from":[7,137],"low":[8],"contrast":[9],"and":[10,37,55,86,100,127],"poor":[11],"visibility.":[12],"While":[13],"diffusion":[14,50,66],"model-based":[15],"approaches":[16],"for":[17],"low-light":[18,77,82,135],"image":[19],"enhancement":[20,75],"have":[21],"shown":[22],"considerable":[23],"promise,":[24],"these":[25,44],"methods":[26,146],"are":[27],"often":[28],"characterized":[29],"by":[30],"high":[31],"resource":[32,103],"consumption,":[33],"slow":[34],"processing":[35,98],"speeds,":[36],"a":[38,49,113,165],"tendency":[39],"towards":[40],"instability.":[41],"To":[42],"address":[43],"challenges,":[45],"this":[46],"paper":[47],"presents":[48],"model":[51],"that":[52,141],"integrates":[53],"Retinex":[54],"Wavelet":[56],"transform":[57],"(RW-DM).":[58],"This":[59,79,172],"methodology":[60],"harnesses":[61],"the":[62,74,90,110,123,128,149,152,177,180],"generative":[63],"capabilities":[64],"of":[65,76,92,151,179],"models":[67],"to":[68,95,118],"produce":[69],"visually":[70],"appealing":[71],"outcomes":[72],"images.":[78],"approach":[80,182],"decomposes":[81],"into":[84],"reflectance":[85],"illumination":[87],"components,":[88],"utilizing":[89],"advantages":[91],"wavelet":[93],"transformation":[94],"significantly":[96],"enhance":[97],"speed":[99],"reduce":[101],"computational":[102],"consumption":[104],"while":[105],"preserving":[106],"data":[107],"integrity.":[108],"Additionally,":[109],"study":[111],"introduces":[112],"Multiple":[114],"Residual":[115],"Module":[116],"(MRM)":[117],"preserve":[119],"details":[120],"both":[122],"decomposing":[124],"network":[125,130],"(MR-Decompose)":[126],"denoising":[129],"(MRU-Denoise).":[131],"Extensive":[132],"experiments":[133],"on":[134],"demonstrate":[140],"RW-DM":[142],"outperforms":[143],"existing":[144],"state-of-the-art":[145],"qualitatively.":[147],"Moreover,":[148],"application":[150],"proposed":[153,181],"method":[154],"pedestrian":[156],"detection":[157],"using":[158],"mine":[161],"resulted":[163],"3.1%":[166],"increase":[167],"$$\\hbox":[169],"{mAP}_{50}$$":[170],".":[171],"improvement":[173],"not":[174],"only":[175],"showcases":[176],"effectiveness":[178],"but":[183],"also":[184],"highlights":[185],"its":[186],"potential":[187],"practical":[188],"value.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}