{"id":"https://openalex.org/W4394966838","doi":"https://doi.org/10.1109/tgrs.2024.3391251","title":"Application of Sample Enhancement Method Combining Superpixel Segmentation and Active Learning in MBES Seafloor Sediment Classification","display_name":"Application of Sample Enhancement Method Combining Superpixel Segmentation and Active Learning in MBES Seafloor Sediment Classification","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4394966838","doi":"https://doi.org/10.1109/tgrs.2024.3391251"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3391251","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3391251","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5060838073","display_name":"Jiaxin Wan","orcid":"https://orcid.org/0000-0002-4024-1170"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaxin Wan","raw_affiliation_strings":["Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-4024-1170","affiliations":[{"raw_affiliation_string":"Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","institution_ids":["https://openalex.org/I151727225","https://openalex.org/I890469752"]},{"raw_affiliation_string":"College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033641308","display_name":"Zhiliang Qin","orcid":"https://orcid.org/0000-0002-5842-811X"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiliang Qin","raw_affiliation_strings":["Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-5842-811X","affiliations":[{"raw_affiliation_string":"Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","institution_ids":["https://openalex.org/I151727225","https://openalex.org/I890469752"]},{"raw_affiliation_string":"College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102014288","display_name":"Xiaodong Cui","orcid":"https://orcid.org/0000-0001-5453-7346"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Cui","raw_affiliation_strings":["College of Geomatics, Shandong University of Science and Technology, Qingdao, China","Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-5453-7346","affiliations":[{"raw_affiliation_string":"College of Geomatics, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","institution_ids":["https://openalex.org/I151727225","https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052585023","display_name":"Fanlin Yang","orcid":"https://orcid.org/0000-0001-7934-5850"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanlin Yang","raw_affiliation_strings":["College of Geomatics, Shandong University of Science and Technology, Qingdao, China","Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-7934-5850","affiliations":[{"raw_affiliation_string":"College of Geomatics, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","institution_ids":["https://openalex.org/I151727225","https://openalex.org/I890469752"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026270130","display_name":"Benjun Ma","orcid":"https://orcid.org/0000-0002-2318-3386"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Benjun Ma","raw_affiliation_strings":["Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-2318-3386","affiliations":[{"raw_affiliation_string":"Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Marine Information Acquisition and Security (Harbin Engineering University), Ministry of Industry and Information Technology, Harbin, China","institution_ids":["https://openalex.org/I151727225","https://openalex.org/I890469752"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2358,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74249758,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11698","display_name":"Underwater Acoustics Research","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11698","display_name":"Underwater Acoustics Research","score":0.9995999932289124,"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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/sample","display_name":"Sample (material)","score":0.7234411239624023},{"id":"https://openalex.org/keywords/sample-size-determination","display_name":"Sample size determination","score":0.5603301525115967},{"id":"https://openalex.org/keywords/echo-sounding","display_name":"Echo sounding","score":0.5552722811698914},{"id":"https://openalex.org/keywords/seabed","display_name":"Seabed","score":0.5456202626228333},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4929966628551483},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4761507511138916},{"id":"https://openalex.org/keywords/seafloor-spreading","display_name":"Seafloor spreading","score":0.4693741798400879},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4582199156284332},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4539092481136322},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4516843259334564},{"id":"https://openalex.org/keywords/sediment","display_name":"Sediment","score":0.4349939823150635},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.37297749519348145},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3331937789916992},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3301258683204651},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1865350306034088},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1503773331642151},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.10335630178451538}],"concepts":[{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.7234411239624023},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.5603301525115967},{"id":"https://openalex.org/C50254455","wikidata":"https://www.wikidata.org/wiki/Q1164536","display_name":"Echo sounding","level":2,"score":0.5552722811698914},{"id":"https://openalex.org/C33613203","wikidata":"https://www.wikidata.org/wiki/Q468469","display_name":"Seabed","level":2,"score":0.5456202626228333},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4929966628551483},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4761507511138916},{"id":"https://openalex.org/C117485682","wikidata":"https://www.wikidata.org/wiki/Q215920","display_name":"Seafloor spreading","level":2,"score":0.4693741798400879},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4582199156284332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4539092481136322},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4516843259334564},{"id":"https://openalex.org/C2816523","wikidata":"https://www.wikidata.org/wiki/Q180184","display_name":"Sediment","level":2,"score":0.4349939823150635},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37297749519348145},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3331937789916992},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3301258683204651},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1865350306034088},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1503773331642151},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.10335630178451538},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3391251","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3391251","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G328314117","display_name":null,"funder_award_id":"52201400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8792194321","display_name":null,"funder_award_id":"42006064","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G967108713","display_name":null,"funder_award_id":"ZR2022QD043","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W643914932","https://openalex.org/W1197514924","https://openalex.org/W1492667574","https://openalex.org/W1978633512","https://openalex.org/W1990082322","https://openalex.org/W2006641393","https://openalex.org/W2018454100","https://openalex.org/W2022619846","https://openalex.org/W2029296788","https://openalex.org/W2037295545","https://openalex.org/W2045066934","https://openalex.org/W2061240006","https://openalex.org/W2088082740","https://openalex.org/W2104125540","https://openalex.org/W2118246710","https://openalex.org/W2150045166","https://openalex.org/W2181403436","https://openalex.org/W2487342776","https://openalex.org/W2800001211","https://openalex.org/W2804865177","https://openalex.org/W2889580132","https://openalex.org/W2901813396","https://openalex.org/W2901950658","https://openalex.org/W2903158431","https://openalex.org/W2945768950","https://openalex.org/W2960983756","https://openalex.org/W2970456284","https://openalex.org/W2988198552","https://openalex.org/W3003775583","https://openalex.org/W3023265327","https://openalex.org/W3035241330","https://openalex.org/W3082567221","https://openalex.org/W3097269591","https://openalex.org/W3124408609","https://openalex.org/W3125756062","https://openalex.org/W3157079672","https://openalex.org/W3165197464","https://openalex.org/W4289524711","https://openalex.org/W4291632779","https://openalex.org/W4294310859","https://openalex.org/W4318767606","https://openalex.org/W4319991308","https://openalex.org/W4322576331","https://openalex.org/W4378365207","https://openalex.org/W4388205253","https://openalex.org/W6756615331"],"related_works":["https://openalex.org/W2554089584","https://openalex.org/W2593996502","https://openalex.org/W4235318146","https://openalex.org/W1569576348","https://openalex.org/W2981744881","https://openalex.org/W118146673","https://openalex.org/W2897199991","https://openalex.org/W2088619641","https://openalex.org/W2367961518","https://openalex.org/W2081841198"],"abstract_inverted_index":{"Seafloor":[0],"sediment":[1,41,91],"surveys":[2],"play":[3],"a":[4,69,89,159,209],"crucial":[5],"role":[6],"in":[7,59,131,186],"providing":[8],"invaluable":[9],"information":[10],"and":[11,16,28,54,76,101,219],"guidance":[12],"for":[13,39,179],"ocean":[14],"monitoring":[15],"management.":[17],"In":[18,80,149],"recent":[19],"years,":[20],"the":[21,35,47,74,83,96,113,121,125,132,145,150,168,173,180,187,197,215],"combination":[22],"of":[23,34,49,57,78,82,98,124,147,161,170,183,200,214],"multibeam":[24],"echosounder":[25],"(MBES)":[26],"data":[27,65,185],"field":[29],"samples":[30,130],"has":[31],"become":[32],"one":[33],"most":[36],"widespread":[37],"approaches":[38],"seafloor":[40],"supervised":[42,181],"classification.":[43],"However,":[44],"owing":[45],"to":[46,67,110,143,158],"limitations":[48],"low":[50],"efficiency,":[51],"high":[52,55],"complexity":[53],"cost":[56],"seabed":[58,90],"situ":[60],"sampling,":[61],"ground":[62],"truth":[63],"sample":[64,92,115,134,154,164,175,202,217,221],"tend":[66],"have":[68],"small":[70],"size,":[71],"which":[72,117,207],"impedes":[73],"training":[75,114],"deployment":[77],"classifiers.":[79],"light":[81],"aforementioned":[84],"issues,":[85],"this":[86],"paper":[87],"proposed":[88],"enhancement":[93,203,222],"method":[94,204],"on":[95],"basis":[97],"superpixel":[99,107],"segmentation":[100,109],"active":[102,140],"learning.":[103],"First,":[104],"we":[105],"introduce":[106],"multi-resolution":[108],"effectively":[111],"expand":[112],"set,":[116],"takes":[118],"into":[119],"account":[120],"different":[122],"weights":[123],"input":[126],"features.":[127],"Subsequently,":[128],"poor":[129],"new":[133,174],"set":[135,176,218],"are":[136,156],"removed":[137],"using":[138],"an":[139],"learning":[141],"technique":[142],"improve":[144],"quality":[146],"labels.":[148],"end,":[151],"33":[152],"original":[153,216],"points":[155],"augmented":[157],"total":[160],"6097":[162],"valid":[163],"points.":[165],"To":[166],"validate":[167],"effectiveness":[169],"our":[171,201],"strategy,":[172],"is":[177,208],"employed":[178],"classification":[182,198],"MBES":[184],"Southern":[188],"North":[189],"Sea,":[190],"UK.":[191],"The":[192],"experimental":[193],"results":[194],"show":[195],"that":[196,213],"accuracy":[199],"reaches":[205],"86.67%,":[206],"significant":[210],"improvement":[211],"over":[212],"traditional":[220],"methods.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
