{"id":"https://openalex.org/W4388854503","doi":"https://doi.org/10.1109/access.2023.3335372","title":"LPMsDE: Multi-Scale Denoising and Enhancement Method Based on Laplacian Pyramid Framework for Forward-Looking Sonar Image","display_name":"LPMsDE: Multi-Scale Denoising and Enhancement Method Based on Laplacian Pyramid Framework for Forward-Looking Sonar Image","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388854503","doi":"https://doi.org/10.1109/access.2023.3335372"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3335372","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3335372","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10325512.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10325512.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102015060","display_name":"Zhisen Wang","orcid":"https://orcid.org/0000-0003-4560-7773"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhisen Wang","raw_affiliation_strings":["State Key Laboratory of Maritime Technology and Safety, Wuhan University of Technology, Wuhan, China","National Engineering Research Center for Water Transport Safety, Wuhan University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Maritime Technology and Safety, Wuhan University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"National Engineering Research Center for Water Transport Safety, Wuhan University of Technology, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101778438","display_name":"Zhuoyi Li","orcid":null},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhuoyi Li","raw_affiliation_strings":["Department of Logistics and Maritime Studies, The Hong Kong Polytechnic University, Hong Kong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Logistics and Maritime Studies, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034727845","display_name":"Xuanxuan Teng","orcid":null},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanxuan Teng","raw_affiliation_strings":["School of Electric and Electronic Engineering, Wuhan Polytechnic University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electric and Electronic Engineering, Wuhan Polytechnic University, Wuhan, China","institution_ids":["https://openalex.org/I14116566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072891340","display_name":"Deshan Chen","orcid":"https://orcid.org/0009-0004-2752-2551"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deshan Chen","raw_affiliation_strings":["State Key Laboratory of Maritime Technology and Safety, Wuhan University of Technology, Wuhan, China","Intelligent Transportation Systems Research Center, Wuhan University of Technology, China","National Engineering Research Center for Water Transport Safety, Wuhan University of Technology, China"],"raw_orcid":"https://orcid.org/0009-0004-2752-2551","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Maritime Technology and Safety, Wuhan University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"Intelligent Transportation Systems Research Center, Wuhan University of Technology, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"National Engineering Research Center for Water Transport Safety, Wuhan University of Technology, China","institution_ids":["https://openalex.org/I196699116"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102015060"],"corresponding_institution_ids":["https://openalex.org/I196699116"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.0597,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.79823027,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"132942","last_page":"132954"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","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"}},"topics":[{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","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/T11698","display_name":"Underwater Acoustics Research","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9977999925613403,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7518194913864136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7103450298309326},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6118452548980713},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.560218334197998},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5517753958702087},{"id":"https://openalex.org/keywords/speckle-noise","display_name":"Speckle noise","score":0.5471509695053101},{"id":"https://openalex.org/keywords/contourlet","display_name":"Contourlet","score":0.5096523761749268},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.5062965154647827},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.4707275927066803},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.44717690348625183},{"id":"https://openalex.org/keywords/non-local-means","display_name":"Non-local means","score":0.4469258189201355},{"id":"https://openalex.org/keywords/speckle-pattern","display_name":"Speckle pattern","score":0.31341463327407837},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2309666872024536},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.22888317704200745},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.196923166513443},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.1233786940574646},{"id":"https://openalex.org/keywords/image-denoising","display_name":"Image denoising","score":0.11007699370384216}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7518194913864136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7103450298309326},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6118452548980713},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.560218334197998},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5517753958702087},{"id":"https://openalex.org/C180940675","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle noise","level":3,"score":0.5471509695053101},{"id":"https://openalex.org/C20479862","wikidata":"https://www.wikidata.org/wiki/Q5165589","display_name":"Contourlet","level":4,"score":0.5096523761749268},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.5062965154647827},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.4707275927066803},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.44717690348625183},{"id":"https://openalex.org/C101453961","wikidata":"https://www.wikidata.org/wiki/Q7048948","display_name":"Non-local means","level":4,"score":0.4469258189201355},{"id":"https://openalex.org/C102290492","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle pattern","level":2,"score":0.31341463327407837},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2309666872024536},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.22888317704200745},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.196923166513443},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.1233786940574646},{"id":"https://openalex.org/C2983327147","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Image denoising","level":3,"score":0.11007699370384216},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2023.3335372","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3335372","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10325512.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/106257","is_oa":true,"landing_page_url":"http://hdl.handle.net/10397/106257","pdf_url":"http://ira.lib.polyu.edu.hk/bitstream/10397/106257/1/Wang_LPMsDE_Multi-Scale_Denoising.pdf","source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal/Magazine Article"},{"id":"pmh:oai:doaj.org/article:63a52bf252b94fcc94e3ff4fc82c0320","is_oa":true,"landing_page_url":"https://doaj.org/article/63a52bf252b94fcc94e3ff4fc82c0320","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":"IEEE Access, Vol 11, Pp 132942-132954 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3335372","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3335372","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10325512.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.4699999988079071,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G1192185224","display_name":null,"funder_award_id":"52272424","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3408443590","display_name":null,"funder_award_id":"WUT: 2023IVB079","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3482915320","display_name":null,"funder_award_id":"WUT:2023IVB079","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4933609402","display_name":null,"funder_award_id":"2023YFC3010803","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G55177116","display_name":null,"funder_award_id":"2023IVB079","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320313620","display_name":"Hubei Provincial Department of Education","ror":"https://ror.org/05yaa9j15"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388854503.pdf","grobid_xml":"https://content.openalex.org/works/W4388854503.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1501172188","https://openalex.org/W1587207676","https://openalex.org/W2056370875","https://openalex.org/W2057771708","https://openalex.org/W2097073572","https://openalex.org/W2100925004","https://openalex.org/W2109991658","https://openalex.org/W2117294245","https://openalex.org/W2162457349","https://openalex.org/W2400646860","https://openalex.org/W2515099293","https://openalex.org/W2528231959","https://openalex.org/W2562440991","https://openalex.org/W2603946407","https://openalex.org/W2785721705","https://openalex.org/W2889251421","https://openalex.org/W2895953459","https://openalex.org/W2904980016","https://openalex.org/W2910620649","https://openalex.org/W2936073395","https://openalex.org/W2960385479","https://openalex.org/W3000472254","https://openalex.org/W3000775737","https://openalex.org/W3013097250","https://openalex.org/W3044249444","https://openalex.org/W3080979819","https://openalex.org/W3091416111","https://openalex.org/W3092548402","https://openalex.org/W3096281486","https://openalex.org/W3100898002","https://openalex.org/W3109992451","https://openalex.org/W3115004926","https://openalex.org/W3132989746","https://openalex.org/W3134277469","https://openalex.org/W3158108239","https://openalex.org/W3162063444","https://openalex.org/W3163594517","https://openalex.org/W3195424217","https://openalex.org/W3198216376","https://openalex.org/W3198631836","https://openalex.org/W3203877027","https://openalex.org/W3205156060","https://openalex.org/W3215128484","https://openalex.org/W3216738908","https://openalex.org/W4211039209","https://openalex.org/W4225662600","https://openalex.org/W4254597567","https://openalex.org/W4281969212","https://openalex.org/W4282039345","https://openalex.org/W4283786632","https://openalex.org/W4285108857","https://openalex.org/W4292181494","https://openalex.org/W4296551003","https://openalex.org/W4312464087","https://openalex.org/W4318603559","https://openalex.org/W4318960948","https://openalex.org/W4321380823","https://openalex.org/W4367146570"],"related_works":["https://openalex.org/W2065648684","https://openalex.org/W2113052720","https://openalex.org/W2799624451","https://openalex.org/W2009383287","https://openalex.org/W2042914788","https://openalex.org/W2182190754","https://openalex.org/W2018924981","https://openalex.org/W4321264664","https://openalex.org/W2055824452","https://openalex.org/W2121688719"],"abstract_inverted_index":{"Forward-looking":[0],"sonar":[1,147],"(FLS)":[2],"images":[3,133],"present":[4],"various":[5],"challenges":[6],"in":[7,83,169],"interpretation,":[8],"recognition,":[9],"and":[10,20,62,122,131,145,161,188],"segmentation":[11],"due":[12],"to":[13,47,99,129],"limitations":[14],"like":[15],"low":[16,21],"resolution,":[17],"speckle":[18,79],"noise,":[19],"contrast,":[22],"making":[23],"them":[24],"more":[25],"complex":[26],"than":[27],"optical":[28],"images.":[29,69,91],"Existing":[30],"methods":[31],"often":[32],"focus":[33],"solely":[34],"on":[35,142],"denoising":[36,160],"or":[37],"enhancement,":[38],"neglecting":[39],"the":[40,57,84,93,113,117,149,152],"potential":[41],"benefits":[42],"of":[43,112,151,180],"utilizing":[44],"multi-scale":[45],"features":[46],"create":[48],"an":[49,104],"integrated":[50],"image":[51],"processing":[52],"approach.":[53],"This":[54],"paper":[55],"introduces":[56],"Laplacian":[58,94,114],"pyramid-based":[59],"Multi-scale":[60],"Denoising":[61],"Enhancement":[63],"(LPMsDE)":[64],"method":[65,72,154],"tailored":[66],"for":[67,89],"FLS":[68,90],"The":[70],"proposed":[71],"begins":[73],"by":[74,166],"presenting":[75],"a":[76,110],"novel":[77],"multiplicative":[78],"noise":[80,101],"model,":[81],"grounded":[82],"Gaussian":[85],"distribution,":[86],"specifically":[87],"designed":[88],"Next,":[92],"pyramid":[95,115],"decomposition":[96],"is":[97,127,155],"utilized":[98],"estimate":[100],"variance,":[102],"with":[103],"improved":[105],"adaptive":[106,119],"local":[107,120],"filter.":[108],"Lastly,":[109],"combination":[111],"framework,":[116],"enhanced":[118],"filter,":[121],"Contrast-Limited":[123],"Histogram":[124],"Equalization":[125],"(CLHE)":[126],"employed":[128],"denoise":[130],"enhance":[132],"at":[134],"different":[135],"resolution":[136],"levels.":[137],"Through":[138],"comprehensive":[139],"experiments":[140],"conducted":[141],"both":[143],"simulated":[144],"real":[146],"images,":[148],"effectiveness":[150],"LPMsDE":[153],"demonstrated.":[156],"It":[157],"surpasses":[158],"other":[159],"enhancement":[162],"techniques,":[163],"as":[164],"evidenced":[165],"superior":[167],"scores":[168],"Structural":[170],"Similarity":[171],"Index":[172],"(SSIM),":[173],"Peak":[174],"Signal-to-Noise":[175],"Ratio":[176],"(PSNR),":[177],"Equivalent":[178],"Number":[179],"Looks":[181],"(ENL),":[182],"Natural":[183],"Image":[184,190],"Quality":[185,192],"Evaluator":[186,193],"(NIQE),":[187],"Blind/Referenceless":[189],"Spatial":[191],"(BRISQUE).":[194]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}