{"id":"https://openalex.org/W4400905679","doi":"https://doi.org/10.1109/jstars.2024.3432200","title":"STMNet: Scene Classification-Assisted and Texture Feature-Enhanced Multiscale Network for Large-Scale Urban Informal Settlement Extraction From Remote Sensing Images","display_name":"STMNet: Scene Classification-Assisted and Texture Feature-Enhanced Multiscale Network for Large-Scale Urban Informal Settlement Extraction From Remote Sensing Images","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400905679","doi":"https://doi.org/10.1109/jstars.2024.3432200"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3432200","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3432200","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":null,"license_id":null,"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.2024.3432200","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019554986","display_name":"Shouhang Du","orcid":"https://orcid.org/0000-0002-0832-0864"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouhang Du","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0832-0864","affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007463909","display_name":"Jianghe Xing","orcid":"https://orcid.org/0000-0001-6012-7175"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianghe Xing","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6012-7175","affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100770382","display_name":"Shaoyu Wang","orcid":"https://orcid.org/0000-0002-4799-5960"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoyu Wang","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015857408","display_name":"Liguang Wei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liguang Wei","raw_affiliation_strings":["PIESAT Information Technology Company Limited, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PIESAT Information Technology Company Limited, Beijing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106482961","display_name":"Yirui Zhang","orcid":"https://orcid.org/0009-0008-1406-209X"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yirui Zhang","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0008-1406-209X","affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":2.1693,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.88838532,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"17","issue":null,"first_page":"13169","last_page":"13187"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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":0.7374049425125122},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.649964451789856},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5679817795753479},{"id":"https://openalex.org/keywords/notation","display_name":"Notation","score":0.5058988928794861},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5013208389282227},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4932991564273834},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4714703857898712},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.45928099751472473},{"id":"https://openalex.org/keywords/orientation","display_name":"Orientation (vector space)","score":0.4551744759082794},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13463184237480164},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.06803733110427856}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7374049425125122},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.649964451789856},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5679817795753479},{"id":"https://openalex.org/C45357846","wikidata":"https://www.wikidata.org/wiki/Q2001982","display_name":"Notation","level":2,"score":0.5058988928794861},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5013208389282227},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4932991564273834},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4714703857898712},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.45928099751472473},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.4551744759082794},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13463184237480164},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.06803733110427856},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2024.3432200","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3432200","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":null,"license_id":null,"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"},{"id":"pmh:oai:doaj.org/article:b7fdac97cc0b41099100cdfd40b5ef76","is_oa":true,"landing_page_url":"https://doaj.org/article/b7fdac97cc0b41099100cdfd40b5ef76","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 17, Pp 13169-13187 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3432200","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3432200","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":null,"license_id":null,"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":[{"score":0.75,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G2676430646","display_name":null,"funder_award_id":"2023T160691","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3985631426","display_name":null,"funder_award_id":"42201512","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"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":57,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2020217020","https://openalex.org/W2031775731","https://openalex.org/W2194775991","https://openalex.org/W2395611524","https://openalex.org/W2560023338","https://openalex.org/W2588173298","https://openalex.org/W2588275992","https://openalex.org/W2765226977","https://openalex.org/W2787091153","https://openalex.org/W2891344599","https://openalex.org/W2908320224","https://openalex.org/W2914514198","https://openalex.org/W2919115771","https://openalex.org/W2945096295","https://openalex.org/W2965179263","https://openalex.org/W2966171520","https://openalex.org/W2970105043","https://openalex.org/W2977199512","https://openalex.org/W3004381221","https://openalex.org/W3025050498","https://openalex.org/W3033966006","https://openalex.org/W3036453075","https://openalex.org/W3041484481","https://openalex.org/W3109998321","https://openalex.org/W3121853134","https://openalex.org/W3137572916","https://openalex.org/W3156283702","https://openalex.org/W3183174367","https://openalex.org/W4205964598","https://openalex.org/W4210276931","https://openalex.org/W4213360982","https://openalex.org/W4214868963","https://openalex.org/W4223547253","https://openalex.org/W4225889297","https://openalex.org/W4282842343","https://openalex.org/W4283450732","https://openalex.org/W4289752563","https://openalex.org/W4294643358","https://openalex.org/W4297093010","https://openalex.org/W4306399619","https://openalex.org/W4361980427","https://openalex.org/W4367016725","https://openalex.org/W4384038247","https://openalex.org/W4384787738","https://openalex.org/W4386136605","https://openalex.org/W4386634500","https://openalex.org/W4386687652","https://openalex.org/W4387250634","https://openalex.org/W4387415454","https://openalex.org/W4387831647","https://openalex.org/W4388262370","https://openalex.org/W4389618384","https://openalex.org/W4391226658","https://openalex.org/W4391956357","https://openalex.org/W4393160910","https://openalex.org/W4393386758"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W147410782","https://openalex.org/W2900413183","https://openalex.org/W3022252430","https://openalex.org/W4390975304","https://openalex.org/W4287804464","https://openalex.org/W3103989898","https://openalex.org/W3211292372","https://openalex.org/W803346624"],"abstract_inverted_index":{"Automatic":[0],"urban":[1,18],"informal":[2],"settlement":[3],"(UIS)":[4],"extraction":[5,90,177,245],"based":[6],"on":[7,173,241],"high-resolution":[8],"remote":[9],"sensing":[10],"image":[11,116],"(HRI)":[12],"is":[13,72,109,140,153,171,218],"of":[14,100,123,132,165,169,196,223],"great":[15],"significance":[16],"for":[17,34],"planning":[19],"and":[20,28,41,62,82,97,106,127,130,145,179,207,225,236],"management.":[21],"This":[22],"study":[23],"proposes":[24],"a":[25,52,67,102,174],"scene":[26,103],"classification-assisted":[27],"texture":[29,44],"feature-enhanced":[30],"multiscale":[31,144],"network":[32,54,156],"(STMNet)":[33],"UIS":[35,89,176,244],"extraction.":[36],"First,":[37],"STMNet":[38,170,189,229],"takes":[39],"HRI":[40,61],"computed":[42],"handcrafted":[43],"feature":[45,68,83],"(HTF)":[46],"as":[47],"input.":[48],"Second,":[49],"it":[50],"employs":[51],"pseudo-siamese":[53],"to":[55,74,87,111,142,158],"extract":[56,143],"multidimensional":[57],"deep":[58],"features":[59],"from":[60],"HTF,":[63],"respectively.":[64],"In":[65,92,227],"addition,":[66,228],"attention":[69],"fusion":[70],"module":[71,108],"constructed":[73,110],"fuse":[75],"the":[76,95,114,121,162,180,191,231,237,242],"aforementioned":[77],"features.":[78,148],"Finally,":[79],"skip":[80],"connection":[81],"decoder":[84],"are":[85],"utilized":[86],"obtain":[88],"results.":[91],"detail,":[93],"considering":[94],"sparse":[96],"dispersed":[98],"distribution":[99],"UIS,":[101,133],"information":[104],"aggregation":[105],"classification":[107],"determine":[112],"whether":[113],"input":[115],"patch":[117],"contains":[118],"UIS.":[119,166],"For":[120],"characteristics":[122],"high":[124],"spatial":[125,137],"heterogeneity":[126],"various":[128],"shapes":[129],"scales":[131],"an":[134],"improved":[135],"atrous":[136],"pyramid":[138],"pooling":[139],"presented":[141],"multireceptive":[146],"field":[147],"An":[149],"edge":[150,163],"loss":[151],"function":[152],"applied":[154],"during":[155],"training":[157],"minimize":[159],"errors":[160],"in":[161,194],"regions":[164],"The":[167,213],"effectiveness":[168],"tested":[172],"self-produced":[175,243],"dataset":[178],"publicly":[181],"available":[182],"UIS-Shenzhen":[183],"dataset.":[184,246],"Quantitative":[185],"results":[186,235],"demonstrate":[187],"that":[188,222],"achieved":[190,230],"best":[192,232],"performance":[193],"terms":[195],"<inline-formula":[197,202,208,214],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[198,203,209,215],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[199,204,210,216],"notation=\"LaTeX\">$\\text{fa}$</tex-math></inline-formula>":[200],",":[201,206],"notation=\"LaTeX\">$F1$</tex-math></inline-formula>":[205],"notation=\"LaTeX\">$\\text{IoU}$</tex-math></inline-formula>":[211],".":[212],"notation=\"LaTeX\">$\\text{mr}$</tex-math></inline-formula>":[217],"slightly":[219],"higher":[220],"than":[221],"MAResU-Net":[224],"UisNet.":[226],"visual":[233],"interpretation":[234],"fastest":[238],"inference":[239],"speed":[240]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
