{"id":"https://openalex.org/W4408254235","doi":"https://doi.org/10.1109/access.2025.3548262","title":"AED-Net: A High-Resolution Remote Sensing Image Road Extraction Method Integrating Atrous Spatial Pyramid Pooling and Efficient Channel Attention Mechanism","display_name":"AED-Net: A High-Resolution Remote Sensing Image Road Extraction Method Integrating Atrous Spatial Pyramid Pooling and Efficient Channel Attention Mechanism","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408254235","doi":"https://doi.org/10.1109/access.2025.3548262"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3548262","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548262","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2025.3548262","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101067240","display_name":"Jintong Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jintong Ren","raw_affiliation_strings":["College of Ecological Engineering, Guizhou University of Engineering Science, Guizhou, China","Guizhou University of Engineering Science, Guizhou, China"],"affiliations":[{"raw_affiliation_string":"College of Ecological Engineering, Guizhou University of Engineering Science, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]},{"raw_affiliation_string":"Guizhou University of Engineering Science, Guizhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035002271","display_name":"Lizhi Liu","orcid":"https://orcid.org/0009-0004-9683-038X"},"institutions":[{"id":"https://openalex.org/I120379545","display_name":"Inner Mongolia Agricultural University","ror":"https://ror.org/015d0jq83","country_code":"CN","type":"education","lineage":["https://openalex.org/I120379545"]},{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lizhi Liu","raw_affiliation_strings":["College of Horticulture and Forestry, Tarim University, Alar, Xinjiang, China","Inner Mongolia Agricultural University, Inner Mongolia, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry, Tarim University, Alar, Xinjiang, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Inner Mongolia Agricultural University, Inner Mongolia, China","institution_ids":["https://openalex.org/I120379545"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036598620","display_name":"Zixuan Xia","orcid":null},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zixuan Xia","raw_affiliation_strings":["College of Engineering Management, The University of Melbourne, Parkville, VIC, Australia","The University of Melbournenner, Parkville, Melbournenner"],"affiliations":[{"raw_affiliation_string":"College of Engineering Management, The University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"The University of Melbournenner, Parkville, Melbournenner","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041220862","display_name":"Yang Liu","orcid":"https://orcid.org/0000-0001-7018-646X"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Liu","raw_affiliation_strings":["Suzhou Argo Space Technology Company Ltd., Suzhou, China","SuZhou City Argo Space Technology Co., Ltd, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"Suzhou Argo Space Technology Company Ltd., Suzhou, China","institution_ids":["https://openalex.org/I308837"]},{"raw_affiliation_string":"SuZhou City Argo Space Technology Co., Ltd, Suzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101067240"],"corresponding_institution_ids":["https://openalex.org/I178232147"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05069695,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"61067","last_page":"61077"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.9987999796867371,"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/T12644","display_name":"Wildlife-Road Interactions and Conservation","score":0.9629999995231628,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/pooling","display_name":"Pooling","score":0.766766369342804},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7056780457496643},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.6804627776145935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.539171576499939},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5335880517959595},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.44334763288497925},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.44210201501846313},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3537248969078064},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.33253979682922363},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13229432702064514},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12213188409805298},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10459724068641663}],"concepts":[{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.766766369342804},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7056780457496643},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.6804627776145935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.539171576499939},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5335880517959595},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.44334763288497925},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.44210201501846313},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3537248969078064},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.33253979682922363},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13229432702064514},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12213188409805298},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10459724068641663},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3548262","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548262","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a568d34166f84a1f848303cc3fc24de2","is_oa":true,"landing_page_url":"https://doaj.org/article/a568d34166f84a1f848303cc3fc24de2","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 13, Pp 61067-61077 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3548262","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548262","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6200000047683716,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1975116313","https://openalex.org/W2009235968","https://openalex.org/W2050560048","https://openalex.org/W2084215127","https://openalex.org/W2123227625","https://openalex.org/W2228908729","https://openalex.org/W2244429148","https://openalex.org/W2345157853","https://openalex.org/W2395811491","https://openalex.org/W2416190443","https://openalex.org/W2461336175","https://openalex.org/W2480078828","https://openalex.org/W2552224582","https://openalex.org/W2552440277","https://openalex.org/W2594652239","https://openalex.org/W2780861787","https://openalex.org/W2790444446","https://openalex.org/W2963163009","https://openalex.org/W2963881378","https://openalex.org/W2975194617","https://openalex.org/W2976882027","https://openalex.org/W3034552520","https://openalex.org/W4289110213","https://openalex.org/W4321789509","https://openalex.org/W4387789808","https://openalex.org/W4391930343","https://openalex.org/W4394566113","https://openalex.org/W4401185655","https://openalex.org/W4402716300","https://openalex.org/W6631792978","https://openalex.org/W6679858063"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2022849497","https://openalex.org/W3081299480","https://openalex.org/W2407190427","https://openalex.org/W2919210741","https://openalex.org/W2907584218","https://openalex.org/W3002446410","https://openalex.org/W4390224712","https://openalex.org/W4322096758","https://openalex.org/W2369060955"],"abstract_inverted_index":{"High-resolution":[0],"remote":[1,239],"sensing":[2,240],"imagery":[3],"plays":[4],"a":[5,51,59,140,233],"pivotal":[6],"role":[7],"in":[8,200,238],"road":[9,19,46,52,220],"extraction":[10,20,33,47,53,71,222],"due":[11],"to":[12,27,31,39,84,99,159],"its":[13],"abundant":[14],"semantic":[15,161],"information.":[16],"However,":[17],"traditional":[18],"methods":[21],"are":[22],"time-consuming,":[23],"labor-intensive,":[24],"and":[25,44,79,110,123,139,168,176,187,207,214,227,246],"susceptible":[26],"subjective":[28],"factors,":[29],"leading":[30],"inaccurate":[32],"results.":[34],"Therefore,":[35],"this":[36],"study":[37],"aims":[38],"explore":[40],"an":[41,76,81,133,172,177],"efficient,":[42],"accurate,":[43],"automated":[45],"method.":[48],"We":[49],"propose":[50],"model":[54,101],"named":[55],"AED-Net,":[56],"which":[57],"employs":[58],"lightweight":[60],"MobileNet":[61],"v2":[62],"as":[63,165],"the":[64,68,90,93,106,118,127,150,185,190,217],"feature":[65,70,86,202,209],"extractor,":[66],"combines":[67],"multi-scale":[69,201],"capability":[72],"of":[73,137,146,174,179,189,219,236],"ASPP":[74],"with":[75],"encoder-decoder":[77],"structure,":[78],"integrates":[80],"ECA":[82],"mechanism":[83],"enhance":[85],"learning":[87],"ability.":[88],"During":[89],"training":[91],"process,":[92],"BCE-DL":[94],"loss":[95],"function":[96],"is":[97],"adopted":[98],"optimize":[100],"performance.":[102],"Experimental":[103],"validation":[104],"on":[105,149],"Massachusetts":[107,128],"Roads":[108,129],"dataset":[109,113],"Ottawa":[111,151],"Road":[112,152],"demonstrates":[114],"that":[115],"AED-Net":[116,131,154,195,230],"outperforms":[117],"latest":[119],"Attention":[120],"U-Net":[121],"(AU-Net)":[122],"ECA-DeeplabV3+":[124],"models.":[125],"On":[126],"dataset,":[130,153],"achieves":[132],"overall":[134],"accuracy":[135,226],"(OA)":[136],"97.60%":[138],"mean":[141],"intersection":[142],"over":[143],"union":[144],"(MIoU)":[145],"85.29%.":[147],"Similarly,":[148],"exhibits":[155],"superior":[156],"performance":[157],"compared":[158],"classical":[160],"segmentation":[162],"networks":[163],"such":[164],"SegNet,":[166],"U-Net,":[167],"Deeplab":[169],"V3+,":[170],"achieving":[171],"OA":[173],"98.83%":[175],"MIoU":[178],"88.74%.":[180],"Furthermore,":[181],"ablation":[182],"studies":[183],"validate":[184],"effectiveness":[186],"necessity":[188],"proposed":[191],"improvements.":[192],"In":[193],"summary,":[194],"has":[196],"made":[197],"significant":[198],"progress":[199],"extraction,":[203],"boundary":[204],"information":[205],"restoration,":[206],"critical":[208],"learning,":[210],"offering":[211],"new":[212],"insights":[213],"solutions":[215],"for":[216,232],"development":[218],"network":[221],"technologies.":[223],"Its":[224],"high":[225],"robustness":[228],"render":[229],"promising":[231],"wide":[234],"range":[235],"applications":[237],"image":[241],"processing,":[242],"intelligent":[243],"transportation":[244],"systems,":[245],"beyond.":[247]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}