{"id":"https://openalex.org/W4321498372","doi":"https://doi.org/10.3390/rs15051195","title":"DBFNet: A Dual-Branch Fusion Network for Underwater Image Enhancement","display_name":"DBFNet: A Dual-Branch Fusion Network for Underwater Image Enhancement","publication_year":2023,"publication_date":"2023-02-21","ids":{"openalex":"https://openalex.org/W4321498372","doi":"https://doi.org/10.3390/rs15051195"},"language":"en","primary_location":{"id":"doi:10.3390/rs15051195","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15051195","pdf_url":"https://www.mdpi.com/2072-4292/15/5/1195/pdf?version=1677207254","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/5/1195/pdf?version=1677207254","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101853881","display_name":"Kaichuan Sun","orcid":"https://orcid.org/0000-0003-2229-9915"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]},{"id":"https://openalex.org/I4210115456","display_name":"Chuzhou University","ror":"https://ror.org/037663q52","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210115456"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaichuan Sun","raw_affiliation_strings":["Ocean College, Jiangsu University of Science and Technology, Zhenjiang 212100, China","School of Computer and Information Engineering, Chuzhou University, Chuzhou 239000, China"],"affiliations":[{"raw_affiliation_string":"Ocean College, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"School of Computer and Information Engineering, Chuzhou University, Chuzhou 239000, China","institution_ids":["https://openalex.org/I4210115456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049797611","display_name":"Yubo Tian","orcid":"https://orcid.org/0000-0002-1077-9308"},"institutions":[{"id":"https://openalex.org/I4210129938","display_name":"Guangzhou Maritime College","ror":"https://ror.org/03kzcrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210129938"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yubo Tian","raw_affiliation_strings":["School of Information and Communication Engineering, Guangzhou Maritime University, Guangzhou 510725, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Guangzhou Maritime University, Guangzhou 510725, China","institution_ids":["https://openalex.org/I4210129938"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5049797611"],"corresponding_institution_ids":["https://openalex.org/I4210129938"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.5533,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.84729328,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"15","issue":"5","first_page":"1195","last_page":"1195"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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":1.0,"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":0.9997000098228455,"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":0.9994999766349792,"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":0.7845894694328308},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7205155491828918},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.7033660411834717},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.6716579794883728},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5664876699447632},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5126578211784363},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.49188971519470215},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.43340855836868286},{"id":"https://openalex.org/keywords/color-space","display_name":"Color space","score":0.4226084351539612},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2755647301673889},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12810146808624268},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11564520001411438},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10310739278793335}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7845894694328308},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7205155491828918},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.7033660411834717},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.6716579794883728},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5664876699447632},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5126578211784363},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.49188971519470215},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.43340855836868286},{"id":"https://openalex.org/C2961294","wikidata":"https://www.wikidata.org/wiki/Q166863","display_name":"Color space","level":3,"score":0.4226084351539612},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2755647301673889},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12810146808624268},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11564520001411438},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10310739278793335},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15051195","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15051195","pdf_url":"https://www.mdpi.com/2072-4292/15/5/1195/pdf?version=1677207254","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:91e516c75ed94704b08c4acbc9342867","is_oa":true,"landing_page_url":"https://doaj.org/article/91e516c75ed94704b08c4acbc9342867","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":"Remote Sensing, Vol 15, Iss 5, p 1195 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/5/1195/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15051195","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":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15051195","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15051195","pdf_url":"https://www.mdpi.com/2072-4292/15/5/1195/pdf?version=1677207254","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G2905921524","display_name":null,"funder_award_id":"2023A1515011272","funder_id":"https://openalex.org/F4320335406","funder_display_name":"University Natural Science Research Project of Anhui Province"},{"id":"https://openalex.org/G5510996382","display_name":null,"funder_award_id":"202234598","funder_id":"https://openalex.org/F4320335406","funder_display_name":"University Natural Science Research Project of Anhui Province"},{"id":"https://openalex.org/G5991885085","display_name":null,"funder_award_id":"KJ2020B07","funder_id":"https://openalex.org/F4320335406","funder_display_name":"University Natural Science Research Project of Anhui Province"},{"id":"https://openalex.org/G6471021287","display_name":null,"funder_award_id":"2022ZDZX1020","funder_id":"https://openalex.org/F4320335406","funder_display_name":"University Natural Science Research Project of Anhui Province"}],"funders":[{"id":"https://openalex.org/F4320335406","display_name":"University Natural Science Research Project of Anhui Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4321498372.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W2009071067","https://openalex.org/W2035097277","https://openalex.org/W2064076387","https://openalex.org/W2133665775","https://openalex.org/W2181646778","https://openalex.org/W2331128040","https://openalex.org/W2474516010","https://openalex.org/W2587107113","https://openalex.org/W2866634454","https://openalex.org/W2948400274","https://openalex.org/W2956328874","https://openalex.org/W2958636248","https://openalex.org/W2964088115","https://openalex.org/W2990176100","https://openalex.org/W2991938283","https://openalex.org/W2997763120","https://openalex.org/W2998249728","https://openalex.org/W3095921757","https://openalex.org/W3121863456","https://openalex.org/W3130597397","https://openalex.org/W3153781409","https://openalex.org/W3154347377","https://openalex.org/W3156187408","https://openalex.org/W3157530320","https://openalex.org/W3175634636","https://openalex.org/W3184356341","https://openalex.org/W3205293055","https://openalex.org/W3207516177","https://openalex.org/W4210645716","https://openalex.org/W4221127865","https://openalex.org/W4224930375","https://openalex.org/W4225309680","https://openalex.org/W4226232129","https://openalex.org/W4285228564","https://openalex.org/W4291582793","https://openalex.org/W4292426916","https://openalex.org/W4295137553","https://openalex.org/W4296128870","https://openalex.org/W4307040579","https://openalex.org/W4308238078"],"related_works":["https://openalex.org/W1655795019","https://openalex.org/W2028896475","https://openalex.org/W2082216369","https://openalex.org/W2150382074","https://openalex.org/W2390727152","https://openalex.org/W2385373070","https://openalex.org/W3198104320","https://openalex.org/W2051365026","https://openalex.org/W2000042884","https://openalex.org/W2364571238"],"abstract_inverted_index":{"Due":[0],"to":[1,66,124,134,194],"the":[2,64,68,85,93,97,101,127,132,149,156,182,187,195,199,203,209],"absorption":[3],"and":[4,23,45,114,164,171,176,190],"scattering":[5],"effects":[6],"of":[7,25,70,88,96,100,131,152,155,174,205,208],"light":[8],"propagating":[9],"through":[10],"water,":[11],"underwater":[12,37,71,89,178],"images":[13,90],"inevitably":[14],"suffer":[15],"from":[16],"severe":[17],"degradation,":[18],"such":[19],"as":[20],"color":[21,43,86,103],"casts":[22],"losses":[24],"detail.":[26],"Many":[27],"existing":[28],"deep":[29],"learning-based":[30],"methods":[31],"have":[32],"demonstrated":[33],"superior":[34,192],"performance":[35,193],"for":[36,52,148],"image":[38,133],"enhancement":[39],"(UIE).":[40],"However,":[41],"accurate":[42],"correction":[44],"detail":[46],"restoration":[47],"still":[48],"present":[49],"considerable":[50],"challenges":[51],"UIE.":[53],"In":[54],"this":[55],"work,":[56],"we":[57,106],"develop":[58,107],"a":[59,76,108,116,139],"dual-branch":[60],"fusion":[61,143,151],"network,":[62],"dubbed":[63],"DBFNet,":[65],"eliminate":[67],"degradation":[69],"images.":[72],"We":[73],"first":[74],"design":[75,115],"triple-color":[77],"channel":[78],"separation":[79],"learning":[80,92,111],"branch":[81,112],"(TCSLB),":[82],"which":[83,160],"balances":[84],"distribution":[87],"by":[91],"independent":[94],"features":[95,154],"different":[98],"channels":[99],"RGB":[102],"space.":[104],"Subsequently,":[105],"wavelet":[109,118,128],"domain":[110,129],"(WDLB)":[113],"discrete":[117],"transform-based":[119],"attention":[120],"residual":[121],"dense":[122],"module":[123,144],"fully":[125],"employ":[126],"information":[130],"restore":[135],"clear":[136],"details.":[137],"Finally,":[138],"dual":[140],"attention-based":[141],"selective":[142],"(DASFM)":[145],"is":[146],"designed":[147],"adaptive":[150],"latent":[153],"two":[157],"branches,":[158],"in":[159],"both":[161],"pleasing":[162],"colors":[163],"diverse":[165],"details":[166],"are":[167],"integrated.":[168],"Extensive":[169],"quantitative":[170],"qualitative":[172],"evaluations":[173],"synthetic":[175],"real-world":[177],"datasets":[179],"demonstrate":[180,202],"that":[181],"proposed":[183],"DBFNet":[184],"significantly":[185],"improves":[186],"visual":[188],"quality":[189],"shows":[191],"compared":[196],"methods.":[197],"Furthermore,":[198],"ablation":[200],"experiments":[201],"effectiveness":[204],"each":[206],"component":[207],"DBFNet.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}