{"id":"https://openalex.org/W4416960826","doi":"https://doi.org/10.1109/jstars.2025.3639503","title":"A Dual-Branch EfficientNetV2-S-Based Method for Marine Oil Spill Detection Using Multisource Satellite Data Fusion","display_name":"A Dual-Branch EfficientNetV2-S-Based Method for Marine Oil Spill Detection Using Multisource Satellite Data Fusion","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W4416960826","doi":"https://doi.org/10.1109/jstars.2025.3639503"},"language":null,"primary_location":{"id":"doi:10.1109/jstars.2025.3639503","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3639503","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/jstars.2025.3639503","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089369813","display_name":"Yong Wan","orcid":"https://orcid.org/0000-0002-0839-6738"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Wan","raw_affiliation_strings":["College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-0839-6738","affiliations":[{"raw_affiliation_string":"College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109786961","display_name":"Liyan Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyan Peng","raw_affiliation_strings":["College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422028","display_name":"Rui Zhang","orcid":"https://orcid.org/0000-0002-2968-0682"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108989278","display_name":"Ruyue Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruyue Zhang","raw_affiliation_strings":["College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0009-6555-7946","affiliations":[{"raw_affiliation_string":"College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071221331","display_name":"Haowen Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haowen Wang","raw_affiliation_strings":["College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Oceanography and Space Informatics, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210162190"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.3116,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57236039,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"19","issue":null,"first_page":"1549","last_page":"1566"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12316","display_name":"Oil Spill Detection and Mitigation","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12316","display_name":"Oil Spill Detection and Mitigation","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"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/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.0017000000225380063,"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/T11622","display_name":"Maritime Navigation and Safety","score":0.0010999999940395355,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/oil-spill","display_name":"Oil spill","score":0.7702000141143799},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.7139999866485596},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5437999963760376},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.508400022983551},{"id":"https://openalex.org/keywords/racing-slick","display_name":"Racing slick","score":0.4399999976158142},{"id":"https://openalex.org/keywords/submarine-pipeline","display_name":"Submarine pipeline","score":0.43140000104904175},{"id":"https://openalex.org/keywords/oil-field","display_name":"Oil field","score":0.40130001306533813},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.38040000200271606},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.3580999970436096}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.8065000176429749},{"id":"https://openalex.org/C2985668151","wikidata":"https://www.wikidata.org/wiki/Q220187","display_name":"Oil spill","level":2,"score":0.7702000141143799},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.7139999866485596},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7052000164985657},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5437999963760376},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.508400022983551},{"id":"https://openalex.org/C50251070","wikidata":"https://www.wikidata.org/wiki/Q1888226","display_name":"Racing slick","level":3,"score":0.4399999976158142},{"id":"https://openalex.org/C162284963","wikidata":"https://www.wikidata.org/wiki/Q17106102","display_name":"Submarine pipeline","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C2776364302","wikidata":"https://www.wikidata.org/wiki/Q1845437","display_name":"Oil field","level":2,"score":0.40130001306533813},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.38040000200271606},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.3580999970436096},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.335099995136261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31700000166893005},{"id":"https://openalex.org/C132094186","wikidata":"https://www.wikidata.org/wiki/Q641585","display_name":"Clutter","level":3,"score":0.31349998712539673},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.310699999332428},{"id":"https://openalex.org/C2775935494","wikidata":"https://www.wikidata.org/wiki/Q741964","display_name":"Search and rescue","level":3,"score":0.30399999022483826},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C134097258","wikidata":"https://www.wikidata.org/wiki/Q1507383","display_name":"Sea surface temperature","level":2,"score":0.2939999997615814},{"id":"https://openalex.org/C2993723005","wikidata":"https://www.wikidata.org/wiki/Q7079691","display_name":"Offshore oil and gas","level":3,"score":0.2919999957084656},{"id":"https://openalex.org/C548895740","wikidata":"https://www.wikidata.org/wiki/Q22656","display_name":"Petroleum","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.28459998965263367},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.2824999988079071},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C10929652","wikidata":"https://www.wikidata.org/wiki/Q7279985","display_name":"Radar imaging","level":3,"score":0.2759999930858612},{"id":"https://openalex.org/C3017997152","wikidata":"https://www.wikidata.org/wiki/Q814610","display_name":"Emergency response","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C107365816","wikidata":"https://www.wikidata.org/wiki/Q114817","display_name":"Surface roughness","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C30354325","wikidata":"https://www.wikidata.org/wiki/Q204667","display_name":"Backscatter (email)","level":3,"score":0.2718999981880188},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2624000012874603},{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.2554999887943268}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jstars.2025.3639503","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3639503","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3639503","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3639503","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1965063332","https://openalex.org/W2000175358","https://openalex.org/W2015197086","https://openalex.org/W2032706259","https://openalex.org/W2046070478","https://openalex.org/W2059033205","https://openalex.org/W2075828063","https://openalex.org/W2090307005","https://openalex.org/W2102944092","https://openalex.org/W2107580583","https://openalex.org/W2108395474","https://openalex.org/W2138420351","https://openalex.org/W2150611888","https://openalex.org/W2164149840","https://openalex.org/W2194775991","https://openalex.org/W2528581612","https://openalex.org/W2587991374","https://openalex.org/W2622529545","https://openalex.org/W2810694441","https://openalex.org/W2911585816","https://openalex.org/W2982083293","https://openalex.org/W3002568562","https://openalex.org/W3034429256","https://openalex.org/W3108408990","https://openalex.org/W3112433437","https://openalex.org/W3138516171","https://openalex.org/W3194566152","https://openalex.org/W3213954057","https://openalex.org/W3215529704","https://openalex.org/W4205176598","https://openalex.org/W4225125287","https://openalex.org/W4283012163","https://openalex.org/W4312443924","https://openalex.org/W4362501159","https://openalex.org/W4388168602","https://openalex.org/W4399428993","https://openalex.org/W4400085945","https://openalex.org/W4402733920","https://openalex.org/W4408092242","https://openalex.org/W4412567210"],"related_works":[],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,7,51,129,238,263],"the":[3,15,49,127,153,157,229,245,255,261],"most":[4],"severe":[5],"forms":[6],"pollution,":[8],"oil":[9,53,67,80,130,148,168,194,212,222,233,268],"spills":[10,131,234],"pose":[11],"significant":[12],"threats":[13],"to":[14,83,125,155,207,220,226],"marine":[16,52,267],"environment.":[17],"Synthetic":[18],"Aperture":[19],"Radar":[20],"(SAR),":[21],"an":[22,92,236],"active":[23],"microwave":[24],"remote":[25,94,166],"sensing":[26,95,167],"technology,":[27],"enables":[28,145],"sea":[29,133],"surface":[30,134],"monitoring":[31],"under":[32],"all":[33],"weather":[34],"and":[35,38,65,107,139,151,192,197],"lighting":[36],"conditions":[37],"provides":[39],"high":[40,104],"spatial":[41],"resolution.":[42],"It":[43],"has":[44,152],"been":[45],"widely":[46],"used":[47],"in":[48,75,266],"field":[50],"spill":[54,149,169,195,213,223,269],"detection.":[55,224],"However,":[56],"other":[57],"natural":[58],"phenomena,":[59],"such":[60],"as":[61,91],"low":[62],"wind":[63],"regions":[64],"biogenic":[66],"films,":[68],"can":[69],"also":[70],"produce":[71],"dark":[72],"spot":[73],"features":[74],"SAR":[76,113,191],"imagery":[77],"that":[78,254],"resemble":[79],"spills,":[81],"leading":[82],"false":[84,158,246,264],"alarms.":[85,159],"Global":[86],"Navigation":[87],"Satellite":[88],"System-Reflectometry":[89],"(GNSS-R),":[90],"emerging":[93],"technique":[96],"for":[97,164],"ocean":[98],"observation,":[99],"offers":[100],"distinct":[101],"advantages":[102],"including":[103],"temporal":[105],"resolution":[106],"multi-source":[108,165,210],"observation":[109],"capabilities.":[110],"By":[111],"combining":[112],"backscattering":[114,138],"coefficients":[115],"with":[116,235,241],"GNSS-R":[117,193],"Delay":[118],"Doppler":[119],"Map":[120],"(DDM),":[121],"it":[122],"becomes":[123],"possible":[124],"characterize":[126],"impact":[128],"on":[132,198],"roughness":[135],"from":[136],"both":[137],"forward-scattering":[140],"perspectives.":[141],"This":[142],"joint":[143,190],"approach":[144,258],"more":[146],"accurate":[147],"detection":[150,170,243],"potential":[154],"reduce":[156],"Nevertheless,":[160],"limited":[161],"measured":[162],"data":[163,185,214],"hinders":[171],"robust":[172],"multi-sensor":[173],"fusion":[174,215],"model":[175,231],"development.":[176],"To":[177],"address":[178],"this,":[179],"this":[180,199],"study":[181],"proposes":[182],"a":[183,189,201,209],"synchronized":[184],"generation":[186],"method,":[187],"creating":[188],"dataset,":[196],"basis,":[200],"dual-branch":[202],"EfficientNetV2-S":[203],"architecture":[204],"is":[205,218,249],"adopted":[206],"build":[208],"satellite":[211],"model,":[216],"which":[217],"applied":[219],"offshore":[221],"According":[225],"experimental":[227],"results,":[228],"suggested":[230],"detects":[232],"accuracy":[237],"94.97%.":[239],"Compared":[240],"SAR-only":[242],"models,":[244],"alarm":[247],"rate":[248,262],"reduced":[250],"by":[251],"3.6%,":[252],"demonstrating":[253],"dual":[256],"payload":[257],"effectively":[259],"lowers":[260],"detections":[265],"monitoring.":[270]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-12-03T00:00:00"}
