{"id":"https://openalex.org/W4385222086","doi":"https://doi.org/10.1109/tim.2023.3298395","title":"Multiscale Underwater Image Enhancement in RGB and HSV Color Spaces","display_name":"Multiscale Underwater Image Enhancement in RGB and HSV Color Spaces","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385222086","doi":"https://doi.org/10.1109/tim.2023.3298395"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2023.3298395","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3298395","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","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/A5053553659","display_name":"Chufan Liu","orcid":"https://orcid.org/0000-0003-4592-746X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chufan Liu","raw_affiliation_strings":["School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0003-4592-746X","affiliations":[{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070084936","display_name":"Xin Shu","orcid":"https://orcid.org/0000-0003-1079-8434"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Shu","raw_affiliation_strings":["School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0003-1079-8434","affiliations":[{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102899902","display_name":"Lei Pan","orcid":"https://orcid.org/0000-0001-5891-3740"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Pan","raw_affiliation_strings":["School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0001-5891-3740","affiliations":[{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006827694","display_name":"Jinlong Shi","orcid":"https://orcid.org/0000-0002-0196-6398"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlong Shi","raw_affiliation_strings":["School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0002-0196-6398","affiliations":[{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101476740","display_name":"Bin Han","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Han","raw_affiliation_strings":["School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0002-3024-719X","affiliations":[{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210096899"],"apc_list":null,"apc_paid":null,"fwci":4.4088,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.9609949,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"72","issue":null,"first_page":"1","last_page":"14"},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9970999956130981,"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/color-space","display_name":"Color space","score":0.8188235759735107},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.7979685068130493},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7300947904586792},{"id":"https://openalex.org/keywords/color-histogram","display_name":"Color histogram","score":0.6790440082550049},{"id":"https://openalex.org/keywords/rgb-color-space","display_name":"RGB color space","score":0.6762466430664062},{"id":"https://openalex.org/keywords/color-correction","display_name":"Color correction","score":0.6742258071899414},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.6568300127983093},{"id":"https://openalex.org/keywords/color-depth","display_name":"Color depth","score":0.6463383436203003},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6307222247123718},{"id":"https://openalex.org/keywords/color-quantization","display_name":"Color quantization","score":0.6074937582015991},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5786718726158142},{"id":"https://openalex.org/keywords/hsl-and-hsv","display_name":"HSL and HSV","score":0.5375694036483765},{"id":"https://openalex.org/keywords/color-normalization","display_name":"Color normalization","score":0.5016539096832275},{"id":"https://openalex.org/keywords/color-balance","display_name":"Color balance","score":0.46893003582954407},{"id":"https://openalex.org/keywords/color-image","display_name":"Color image","score":0.4681677520275116},{"id":"https://openalex.org/keywords/color-constancy","display_name":"Color constancy","score":0.4630807340145111},{"id":"https://openalex.org/keywords/high-color","display_name":"High color","score":0.45715588331222534},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.45607736706733704},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.416534960269928},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24912941455841064},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.17120620608329773},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.15922516584396362},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09756070375442505}],"concepts":[{"id":"https://openalex.org/C2961294","wikidata":"https://www.wikidata.org/wiki/Q166863","display_name":"Color space","level":3,"score":0.8188235759735107},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.7979685068130493},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7300947904586792},{"id":"https://openalex.org/C12043971","wikidata":"https://www.wikidata.org/wiki/Q2636542","display_name":"Color histogram","level":5,"score":0.6790440082550049},{"id":"https://openalex.org/C84216515","wikidata":"https://www.wikidata.org/wiki/Q375677","display_name":"RGB color space","level":5,"score":0.6762466430664062},{"id":"https://openalex.org/C2779495555","wikidata":"https://www.wikidata.org/wiki/Q5148596","display_name":"Color correction","level":3,"score":0.6742258071899414},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.6568300127983093},{"id":"https://openalex.org/C91522604","wikidata":"https://www.wikidata.org/wiki/Q690110","display_name":"Color depth","level":5,"score":0.6463383436203003},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6307222247123718},{"id":"https://openalex.org/C173752661","wikidata":"https://www.wikidata.org/wiki/Q1396414","display_name":"Color quantization","level":5,"score":0.6074937582015991},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5786718726158142},{"id":"https://openalex.org/C36372059","wikidata":"https://www.wikidata.org/wiki/Q376492","display_name":"HSL and HSV","level":3,"score":0.5375694036483765},{"id":"https://openalex.org/C44404184","wikidata":"https://www.wikidata.org/wiki/Q5148620","display_name":"Color normalization","level":5,"score":0.5016539096832275},{"id":"https://openalex.org/C159784718","wikidata":"https://www.wikidata.org/wiki/Q182571","display_name":"Color balance","level":5,"score":0.46893003582954407},{"id":"https://openalex.org/C142616399","wikidata":"https://www.wikidata.org/wiki/Q5148604","display_name":"Color image","level":4,"score":0.4681677520275116},{"id":"https://openalex.org/C187888035","wikidata":"https://www.wikidata.org/wiki/Q2563885","display_name":"Color constancy","level":3,"score":0.4630807340145111},{"id":"https://openalex.org/C131910990","wikidata":"https://www.wikidata.org/wiki/Q1202284","display_name":"High color","level":5,"score":0.45715588331222534},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.45607736706733704},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.416534960269928},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24912941455841064},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.17120620608329773},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.15922516584396362},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09756070375442505},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2023.3298395","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3298395","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.8600000143051147,"display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G444022339","display_name":null,"funder_award_id":"62176107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5033384868","display_name":null,"funder_award_id":"KYCX23_3889","funder_id":"https://openalex.org/F4320334982","funder_display_name":"Basic Research Program of Jiangsu Province"},{"id":"https://openalex.org/G6396449109","display_name":null,"funder_award_id":"62276118","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/F4320334982","display_name":"Basic Research Program of Jiangsu Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1644173899","https://openalex.org/W1686810756","https://openalex.org/W1976263166","https://openalex.org/W2016628928","https://openalex.org/W2041285268","https://openalex.org/W2062872605","https://openalex.org/W2069734445","https://openalex.org/W2082968119","https://openalex.org/W2102166818","https://openalex.org/W2108598243","https://openalex.org/W2128254161","https://openalex.org/W2181646778","https://openalex.org/W2293581118","https://openalex.org/W2331128040","https://openalex.org/W2474516010","https://openalex.org/W2523532944","https://openalex.org/W2557536990","https://openalex.org/W2562637781","https://openalex.org/W2587107113","https://openalex.org/W2746518190","https://openalex.org/W2752782242","https://openalex.org/W2765838470","https://openalex.org/W2792328492","https://openalex.org/W2794405642","https://openalex.org/W2884421382","https://openalex.org/W2891158090","https://openalex.org/W2952268784","https://openalex.org/W2962793481","https://openalex.org/W2971483169","https://openalex.org/W2987927713","https://openalex.org/W2990176100","https://openalex.org/W3006777311","https://openalex.org/W3009406242","https://openalex.org/W3091225957","https://openalex.org/W3099025816","https://openalex.org/W3106758205","https://openalex.org/W3157502174","https://openalex.org/W3159660641","https://openalex.org/W3202040256","https://openalex.org/W4206557398","https://openalex.org/W4282914989","https://openalex.org/W4320013936","https://openalex.org/W4320900851","https://openalex.org/W6637373629","https://openalex.org/W6702130928","https://openalex.org/W6754405603","https://openalex.org/W6755587996","https://openalex.org/W6764816812","https://openalex.org/W6775092777","https://openalex.org/W6785915141"],"related_works":["https://openalex.org/W2734928352","https://openalex.org/W2153508267","https://openalex.org/W1981206111","https://openalex.org/W1516843231","https://openalex.org/W2008430687","https://openalex.org/W2349299344","https://openalex.org/W2117507819","https://openalex.org/W1520063650","https://openalex.org/W2117238110","https://openalex.org/W2160078939"],"abstract_inverted_index":{"Clear":[0],"underwater":[1,11,37,150],"images":[2,12,96,151],"serve":[3],"to":[4,21,78,88,115],"explore":[5],"and":[6,17,25,47,63,84,111,118,148,164],"measure":[7],"ocean":[8],"resources.":[9],"However,":[10],"suffer":[13],"from":[14,140],"color":[15,44,54,62,70,86,113],"deviations":[16,87],"hazy":[18],"effects":[19],"due":[20],"wavelength-dependent":[22],"light":[23],"attenuation":[24],"scattering.":[26],"To":[27],"address":[28],"this":[29],"problem,":[30],"we":[31],"propose":[32],"a":[33,43,48,79,89,100],"multiscale":[34,95,104],"dual-color":[35],"space":[36],"image":[38],"enhancement":[39],"network":[40],"(MSDC-Net)":[41],"comprising":[42],"correction":[45,55],"block":[46,56],"deep":[49,101],"learning-based":[50,102],"network.":[51],"Concretely,":[52],"the":[53,59,65,69,93,122,128,135,141,154],"compensates":[57],"for":[58],"most":[60],"absorbed":[61],"limits":[64],"least":[66],"one.":[67],"First,":[68],"histogram":[71],"distributions":[72],"of":[73],"all":[74],"channels":[75],"are":[76,97,125],"shifted":[77],"similar":[80],"range,":[81],"which":[82,107],"smooths":[83],"generalizes":[85],"certain":[90],"extent.":[91],"Second,":[92],"corrected":[94],"fed":[98],"into":[99],"asymmetric":[103],"encoder-decoder":[105],"architecture,":[106],"works":[108],"in":[109,160],"RGB":[110],"HSV":[112],"spaces":[114],"extract":[116],"rich":[117],"varied":[119],"features.":[120,143],"Then,":[121],"extracted":[123],"features":[124],"integrated":[126,142],"through":[127],"selective":[129],"kernel":[130],"concatenation":[131],"(SKC)":[132],"module.":[133],"Finally,":[134],"decoder":[136],"produces":[137],"competitive":[138],"outputs":[139],"Extensive":[144],"experiments":[145],"on":[146],"real-world":[147],"synthetic":[149],"demonstrate":[152],"that":[153],"proposed":[155],"MSDC-Net":[156],"achieves":[157],"outstanding":[158],"results":[159],"subjective":[161],"visual":[162],"comparisons":[163],"objective":[165],"metrics.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
