{"id":"https://openalex.org/W4404940678","doi":"https://doi.org/10.3390/rs16234522","title":"OMAD-6: Advancing Offshore Mariculture Monitoring with a Comprehensive Six-Type Dataset and Performance Benchmark","display_name":"OMAD-6: Advancing Offshore Mariculture Monitoring with a Comprehensive Six-Type Dataset and Performance Benchmark","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4404940678","doi":"https://doi.org/10.3390/rs16234522"},"language":"en","primary_location":{"id":"doi:10.3390/rs16234522","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234522","pdf_url":"https://www.mdpi.com/2072-4292/16/23/4522/pdf?version=1733219862","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/2072-4292/16/23/4522/pdf?version=1733219862","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012022957","display_name":"Zewen Mo","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zewen Mo","raw_affiliation_strings":["School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China"],"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044234781","display_name":"Yinyu Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinyu Liang","raw_affiliation_strings":["School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China"],"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065991475","display_name":"Yulin Chen","orcid":"https://orcid.org/0009-0003-6667-3662"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulin Chen","raw_affiliation_strings":["School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China"],"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039345935","display_name":"Yanyun Shen","orcid":"https://orcid.org/0000-0003-0731-8401"},"institutions":[{"id":"https://openalex.org/I3017770710","display_name":"China North Industries Group Corporation (China)","ror":"https://ror.org/00cwdhv97","country_code":"CN","type":"company","lineage":["https://openalex.org/I3017770710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanyun Shen","raw_affiliation_strings":["Xi\u2019an Modern Control Technology Research Institute of China North Industries Group, Xi\u2019an 710065, China","Xi'an Modern Control Technology Research Institute of China North Industries Group, Xi'an 710065, China"],"affiliations":[{"raw_affiliation_string":"Xi\u2019an Modern Control Technology Research Institute of China North Industries Group, Xi\u2019an 710065, China","institution_ids":["https://openalex.org/I3017770710"]},{"raw_affiliation_string":"Xi'an Modern Control Technology Research Institute of China North Industries Group, Xi'an 710065, China","institution_ids":["https://openalex.org/I3017770710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109690502","display_name":"Minduan Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minduan Xu","raw_affiliation_strings":["School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China"],"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063475923","display_name":"Zhipan Wang","orcid":"https://orcid.org/0000-0003-0785-962X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhipan Wang","raw_affiliation_strings":["School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China"],"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100704864","display_name":"Qingling Zhang","orcid":"https://orcid.org/0000-0001-9282-9200"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingling Zhang","raw_affiliation_strings":["School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China"],"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Sun Yat-sen University, Shenzhen Campus, 66 Gongchang Road, Guangming District, Shenzhen 518107, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100704864"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.4679,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66279633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"16","issue":"23","first_page":"4522","last_page":"4522"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/mariculture","display_name":"Mariculture","score":0.9257857799530029},{"id":"https://openalex.org/keywords/submarine-pipeline","display_name":"Submarine pipeline","score":0.707968533039093},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.44603776931762695},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4382399618625641},{"id":"https://openalex.org/keywords/marine-engineering","display_name":"Marine engineering","score":0.36393317580223083},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.3364415764808655},{"id":"https://openalex.org/keywords/fishery","display_name":"Fishery","score":0.3146851062774658},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20560336112976074},{"id":"https://openalex.org/keywords/aquaculture","display_name":"Aquaculture","score":0.17237624526023865},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.15160071849822998},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.11246675252914429},{"id":"https://openalex.org/keywords/fish-actinopterygii","display_name":"Fish <Actinopterygii>","score":0.10387051105499268},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09668031334877014},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.05121472477912903}],"concepts":[{"id":"https://openalex.org/C14429324","wikidata":"https://www.wikidata.org/wiki/Q1191982","display_name":"Mariculture","level":4,"score":0.9257857799530029},{"id":"https://openalex.org/C162284963","wikidata":"https://www.wikidata.org/wiki/Q17106102","display_name":"Submarine pipeline","level":2,"score":0.707968533039093},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.44603776931762695},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4382399618625641},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.36393317580223083},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.3364415764808655},{"id":"https://openalex.org/C505870484","wikidata":"https://www.wikidata.org/wiki/Q180538","display_name":"Fishery","level":1,"score":0.3146851062774658},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20560336112976074},{"id":"https://openalex.org/C86909935","wikidata":"https://www.wikidata.org/wiki/Q188989","display_name":"Aquaculture","level":3,"score":0.17237624526023865},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.15160071849822998},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.11246675252914429},{"id":"https://openalex.org/C2909208804","wikidata":"https://www.wikidata.org/wiki/Q127282","display_name":"Fish <Actinopterygii>","level":2,"score":0.10387051105499268},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09668031334877014},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.05121472477912903}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16234522","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234522","pdf_url":"https://www.mdpi.com/2072-4292/16/23/4522/pdf?version=1733219862","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:1441b6b4d7614cbdb8cb96101dee0d80","is_oa":true,"landing_page_url":"https://doaj.org/article/1441b6b4d7614cbdb8cb96101dee0d80","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 16, Iss 23, p 4522 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16234522","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234522","pdf_url":"https://www.mdpi.com/2072-4292/16/23/4522/pdf?version=1733219862","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":0.4300000071525574,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404940678.pdf"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W850294230","https://openalex.org/W1594676769","https://openalex.org/W2005368619","https://openalex.org/W2176924101","https://openalex.org/W2307332441","https://openalex.org/W2400138547","https://openalex.org/W2549139847","https://openalex.org/W2560520217","https://openalex.org/W2565813159","https://openalex.org/W2577537809","https://openalex.org/W2884585870","https://openalex.org/W2889369063","https://openalex.org/W2912729332","https://openalex.org/W2920326761","https://openalex.org/W2960785735","https://openalex.org/W2963150697","https://openalex.org/W2971911025","https://openalex.org/W2989676862","https://openalex.org/W2992240579","https://openalex.org/W2995038501","https://openalex.org/W3010439323","https://openalex.org/W3019500576","https://openalex.org/W3021282064","https://openalex.org/W3033282154","https://openalex.org/W3035358681","https://openalex.org/W3038155884","https://openalex.org/W3080775106","https://openalex.org/W3088128915","https://openalex.org/W3109659479","https://openalex.org/W3110775253","https://openalex.org/W3121020412","https://openalex.org/W3138481289","https://openalex.org/W3180169285","https://openalex.org/W3201797941","https://openalex.org/W4214613769","https://openalex.org/W4214808753","https://openalex.org/W4221099382","https://openalex.org/W4226456028","https://openalex.org/W4238732474","https://openalex.org/W4281728311","https://openalex.org/W4281886261","https://openalex.org/W4293812028","https://openalex.org/W4295185395","https://openalex.org/W4295942003","https://openalex.org/W4296473593","https://openalex.org/W4308431109","https://openalex.org/W4321617226","https://openalex.org/W4366828481","https://openalex.org/W4379054715","https://openalex.org/W4379382300","https://openalex.org/W4383503673","https://openalex.org/W4384023250","https://openalex.org/W4385365061","https://openalex.org/W4390045805","https://openalex.org/W4390874575","https://openalex.org/W4394938922","https://openalex.org/W4401991131","https://openalex.org/W6620707391","https://openalex.org/W6639102338","https://openalex.org/W6760739867","https://openalex.org/W6775515071","https://openalex.org/W6776569670","https://openalex.org/W6839378100","https://openalex.org/W6842962190","https://openalex.org/W6847121368","https://openalex.org/W6871962059"],"related_works":["https://openalex.org/W2354521304","https://openalex.org/W4211174305","https://openalex.org/W2393467045","https://openalex.org/W2283219002","https://openalex.org/W2600466859","https://openalex.org/W4243287237","https://openalex.org/W574530132","https://openalex.org/W2144653010","https://openalex.org/W2497036540","https://openalex.org/W4362558291"],"abstract_inverted_index":{"Offshore":[0],"mariculture":[1,26,49,61,234,255,275],"is":[2,150],"critical":[3],"for":[4,47,195,216],"global":[5],"food":[6],"security":[7],"and":[8,15,21,28,44,71,90,116,135,162,180,239,265,277],"economic":[9],"development.":[10],"Advances":[11],"in":[12,112,125,156,177,272],"deep":[13],"learning":[14],"data-driven":[16],"approaches,":[17],"enable":[18],"the":[19,119,184,203,225,229,237,249],"rapid":[20],"effective":[22,53],"monitoring":[23],"of":[24,41,104],"offshore":[25,48,60,233,254,274],"distribution":[27],"changes.":[29],"However,":[30],"detector":[31],"performance":[32],"depends":[33],"heavily":[34],"on":[35,74,183,248],"training":[36],"data":[37],"quality.":[38],"The":[39,98,198],"lack":[40],"standardized":[42],"classifications":[43],"public":[45],"datasets":[46,155],"facilities":[50,62,256],"currently":[51],"hampers":[52],"monitoring.":[54],"Here,":[55],"we":[56,77,187],"propose":[57],"to":[58,138,152,192,231],"categorize":[59],"into":[63],"six":[64],"types:":[65],"TCC,":[66],"DWCC,":[67],"FRC,":[68],"LC,":[69],"RC,":[70],"BC.":[72],"Based":[73,182],"these":[75],"categories,":[76],"introduce":[78],"a":[79,101,269],"benchmark":[80],"dataset":[81,85,205,227],"called":[82],"OMAD-6.":[83],"This":[84],"includes":[86],"over":[87],"130,000":[88],"instances":[89,124,157],"more":[91],"than":[92],"16,000":[93],"high-resolution":[94],"remote":[95,140],"sensing":[96,141],"images.":[97],"images":[99],"with":[100,131,258],"spatial":[102],"resolution":[103],"0.6":[105],"m":[106],"were":[107,127],"sourced":[108],"from":[109,118],"key":[110],"regions":[111],"China,":[113],"Chile,":[114],"Norway,":[115],"Egypt,":[117],"Google":[120],"Earth":[121],"platform.":[122],"All":[123],"OMAD-6":[126,143,185,204,226,250],"meticulously":[128],"annotated":[129],"manually":[130],"horizontal":[132],"bounding":[133],"boxes":[134],"polygons.":[136],"Compared":[137],"existing":[139],"datasets,":[142],"has":[144,228],"three":[145],"notable":[146],"characteristics:":[147],"(1)":[148],"it":[149,166,172],"comparable":[151],"large,":[153],"published":[154],"per":[158],"category,":[159],"image":[160],"quantity,":[161],"sample":[163],"coverage;":[164],"(2)":[165],"exhibits":[167],"high":[168],"inter-class":[169],"similarity;":[170],"(3)":[171],"shows":[173],"significant":[174],"intra-class":[175],"diversity":[176],"facility":[178],"sizes":[179],"arrangements.":[181],"dataset,":[186,251],"evaluated":[188],"eight":[189],"state-of-the-art":[190],"methods":[191],"establish":[193],"baselines":[194],"future":[196,273],"research.":[197],"experimental":[199],"results":[200],"demonstrate":[201],"that":[202,224],"effectively":[206],"represents":[207],"various":[208],"real-world":[209],"scenarios,":[210],"which":[211],"have":[212,242],"posed":[213],"considerable":[214],"challenges":[215],"current":[217],"instance":[218],"segmentation":[219],"algorithms.":[220],"Our":[221],"evaluation":[222],"confirms":[223],"potential":[230],"improve":[232],"identification.":[235],"Notably,":[236],"QueryInst":[238],"PointRend":[240],"algorithms":[241],"distinguished":[243],"themselves":[244],"as":[245],"top":[246],"performers":[247],"robustly":[252],"identifying":[253],"even":[257],"complex":[259],"environmental":[260],"backgrounds.":[261],"Its":[262],"ongoing":[263],"development":[264],"application":[266],"will":[267],"play":[268],"pivotal":[270],"role":[271],"identification":[276],"management.":[278]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}