{"id":"https://openalex.org/W4411359113","doi":"https://doi.org/10.1109/tgrs.2025.3580479","title":"MHNet: A Masked Hybrid Network for Robust Water Body Segmentation From Aerial Images","display_name":"MHNet: A Masked Hybrid Network for Robust Water Body Segmentation From Aerial Images","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411359113","doi":"https://doi.org/10.1109/tgrs.2025.3580479"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3580479","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3580479","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/A5100400177","display_name":"Shuo Wang","orcid":"https://orcid.org/0000-0002-9379-6583"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuo Wang","raw_affiliation_strings":["Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-9379-6583","affiliations":[{"raw_affiliation_string":"Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104163654","display_name":"Bin Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Wei","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","School of Telecommunications Engineering, State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Telecommunications Engineering, State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Boneng Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boneng Shi","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","School of Telecommunications Engineering, State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Telecommunications Engineering, State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084436653","display_name":"Ninglian Wang","orcid":"https://orcid.org/0000-0002-3612-1141"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ninglian Wang","raw_affiliation_strings":["Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-3612-1141","affiliations":[{"raw_affiliation_string":"Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100777152","display_name":"Yuzhu Zhang","orcid":"https://orcid.org/0000-0002-0861-7289"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuzhu Zhang","raw_affiliation_strings":["Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100434314","display_name":"Yan Zhu","orcid":"https://orcid.org/0000-0002-5804-8926"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Zhu","raw_affiliation_strings":["Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, College of Urban and Environmental Science, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"College of Urban and Environmental Science, Shaanxi Key laboratory of Earth Surface System and Environmental Carrying Capacity, Northwest University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100400177"],"corresponding_institution_ids":["https://openalex.org/I37802460"],"apc_list":null,"apc_paid":null,"fwci":1.1332,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.78910746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9764000177383423,"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":0.9764000177383423,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9718999862670898,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9652000069618225,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6015565395355225},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5962396264076233},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5961335301399231},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5842141509056091},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5322100520133972},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4405195713043213},{"id":"https://openalex.org/keywords/water-body","display_name":"Water body","score":0.4347350001335144},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.384110689163208},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.19833943247795105}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6015565395355225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5962396264076233},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5961335301399231},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5842141509056091},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5322100520133972},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4405195713043213},{"id":"https://openalex.org/C2986309107","wikidata":"https://www.wikidata.org/wiki/Q15324","display_name":"Water body","level":2,"score":0.4347350001335144},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.384110689163208},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.19833943247795105},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3580479","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3580479","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":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.7799999713897705}],"awards":[{"id":"https://openalex.org/G7833904487","display_name":null,"funder_award_id":"2022M722570","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G946741365","display_name":null,"funder_award_id":"2024QZKK0400","funder_id":"https://openalex.org/F4320315329","funder_display_name":"Scientific Education and Research Foundation"}],"funders":[{"id":"https://openalex.org/F4320315329","display_name":"Scientific Education and Research Foundation","ror":"https://ror.org/029zvkg32"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W219040644","https://openalex.org/W343636949","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1991005893","https://openalex.org/W2066772155","https://openalex.org/W2077509829","https://openalex.org/W2134325623","https://openalex.org/W2194775991","https://openalex.org/W2321533354","https://openalex.org/W2412782625","https://openalex.org/W2560023338","https://openalex.org/W2802942478","https://openalex.org/W2807974043","https://openalex.org/W2883105896","https://openalex.org/W2895951708","https://openalex.org/W2904005494","https://openalex.org/W2904122576","https://openalex.org/W2921406441","https://openalex.org/W2928133111","https://openalex.org/W2932083555","https://openalex.org/W2945152522","https://openalex.org/W2963446712","https://openalex.org/W2963881378","https://openalex.org/W2991488782","https://openalex.org/W2996290406","https://openalex.org/W2999580839","https://openalex.org/W3005632081","https://openalex.org/W3007268491","https://openalex.org/W3025161810","https://openalex.org/W3103092912","https://openalex.org/W3109998321","https://openalex.org/W3117652191","https://openalex.org/W3127751679","https://openalex.org/W3184581301","https://openalex.org/W3207769241","https://openalex.org/W4210670171","https://openalex.org/W4225672218","https://openalex.org/W4225784760","https://openalex.org/W4290716516","https://openalex.org/W4313156423","https://openalex.org/W4319599426","https://openalex.org/W4323022533","https://openalex.org/W4379382445","https://openalex.org/W4386352556","https://openalex.org/W4387828787","https://openalex.org/W4388157208","https://openalex.org/W4390874379","https://openalex.org/W4392309519","https://openalex.org/W4393034406","https://openalex.org/W4393906060","https://openalex.org/W4399682059","https://openalex.org/W4400010815","https://openalex.org/W4402265207","https://openalex.org/W6737664043","https://openalex.org/W6747899497","https://openalex.org/W6776700526","https://openalex.org/W6779709467","https://openalex.org/W6796931752","https://openalex.org/W6838961708","https://openalex.org/W6882099767"],"related_works":["https://openalex.org/W2121524756","https://openalex.org/W782553550","https://openalex.org/W4379231730","https://openalex.org/W1987967678","https://openalex.org/W4389858081","https://openalex.org/W2633218168","https://openalex.org/W4235897794","https://openalex.org/W2059707233","https://openalex.org/W1983126463","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Accurate":[0],"segmentation":[1,101,108,169],"of":[2,14,45,52,57,63,69,139,253],"water":[3,36,65,100,107,218],"bodies":[4],"from":[5,84],"aerial":[6],"images":[7],"is":[8,136,223],"critical":[9],"for":[10,74,248],"advancing":[11],"our":[12],"understanding":[13],"climate":[15],"change,":[16],"improving":[17,190],"flood":[18],"prevention":[19],"and":[20,23,61,103,121,163,189,197,215,225,250],"mitigation":[21],"efforts,":[22],"supporting":[24],"ecological":[25],"monitoring.":[26],"Recently,":[27],"deep":[28],"learning-based":[29],"methods":[30,71],"have":[31],"made":[32],"remarkable":[33],"progress":[34],"in":[35,47,217],"body":[37,219],"segmentation.":[38],"However,":[39],"there":[40],"still":[41],"exist":[42],"a":[43,105,114,174,238],"series":[44],"challenges":[46],"practical":[48],"applications,":[49],"including":[50],"mis-segmentation":[51],"low-contrast":[53],"regions,":[54],"difficult":[55],"delineation":[56],"complex":[58],"terrain":[59],"boundaries,":[60],"loss":[62],"small":[64],"features.":[66],"While":[67],"most":[68],"existing":[70],"are":[72,145],"designed":[73],"supervised":[75],"learning":[76,86],"with":[77],"paired":[78],"samples,":[79],"they":[80],"may":[81],"also":[82],"benefit":[83],"self-supervised":[85],"techniques":[87],"such":[88],"as":[89],"masked":[90,182],"auto-encoders":[91],"(MAE).":[92],"In":[93],"this":[94],"work,":[95],"we":[96,172],"focus":[97],"on":[98,202,255],"the":[99,137,140,153,157,256],"problem":[102],"propose":[104,173],"new":[106],"framework,":[109],"named":[110],"MHNet.":[111],"MHNet":[112,208,222],"integrates":[113],"Hybrid":[115],"Multi-Scale":[116],"Encoder-Decoder":[117],"Network,":[118],"combining":[119],"convolutional":[120],"transformer-based":[122],"components":[123],"to":[124,147,159],"effectively":[125],"capture":[126],"global":[127,164],"context":[128],"while":[129],"minimizing":[130],"computational":[131],"costs.":[132],"A":[133],"key":[134],"innovation":[135],"adaptation":[138],"MAE":[141],"mechanism,":[142],"where":[143],"masks":[144],"applied":[146],"multi-scale":[148],"Restormer":[149],"block":[150],"outputs":[151],"during":[152],"training":[154],"phase,":[155],"enabling":[156],"model":[158],"better":[160],"integrate":[161],"local":[162],"information,":[165],"thereby":[166,234],"enhancing":[167],"boundary":[168],"accuracy.":[170],"Additionally,":[171],"Multi-Channel":[175],"Feature":[176],"Fusion":[177],"(MCFF)":[178],"module":[179],"that":[180,207],"synthesizes":[181],"feature":[183],"maps":[184],"across":[185],"scales,":[186],"reducing":[187],"redundancy":[188],"generalization":[191],"by":[192],"capturing":[193],"both":[194],"fine":[195],"details":[196],"contextual":[198],"information.":[199],"Extensive":[200],"experiments":[201],"multiple":[203],"public":[204],"datasets":[205],"demonstrate":[206],"outperforms":[209],"state-of-the-art":[210],"methods,":[211],"highlighting":[212],"its":[213],"effectiveness":[214],"robustness":[216],"extraction":[220,252],"tasks.":[221],"deployed":[224],"performs":[226],"online":[227],"predictions":[228],"via":[229],"Google\u2019s":[230],"Vertex":[231],"AI":[232],"platform,":[233],"integrating":[235],"it":[236],"into":[237],"Geographic":[239],"Information":[240],"System":[241],"(GIS)":[242],"using":[243],"Google":[244],"Earth":[245],"Engine":[246],"(GEE)":[247],"accurate":[249],"efficient":[251],"lakes":[254],"Tibetan":[257],"Plateau.":[258]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
