{"id":"https://openalex.org/W4200004589","doi":"https://doi.org/10.3390/rs13244986","title":"Is It All the Same? Mapping and Characterizing Deprived Urban Areas Using WorldView-3 Superspectral Imagery. A Case Study in Nairobi, Kenya","display_name":"Is It All the Same? Mapping and Characterizing Deprived Urban Areas Using WorldView-3 Superspectral Imagery. A Case Study in Nairobi, Kenya","publication_year":2021,"publication_date":"2021-12-08","ids":{"openalex":"https://openalex.org/W4200004589","doi":"https://doi.org/10.3390/rs13244986"},"language":"en","primary_location":{"id":"doi:10.3390/rs13244986","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13244986","pdf_url":"https://www.mdpi.com/2072-4292/13/24/4986/pdf?version=1639013798","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/2072-4292/13/24/4986/pdf?version=1639013798","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012690957","display_name":"Stefanos Georganos","orcid":"https://orcid.org/0000-0002-0001-2058"},"institutions":[{"id":"https://openalex.org/I132053463","display_name":"Universit\u00e9 Libre de Bruxelles","ror":"https://ror.org/01r9htc13","country_code":"BE","type":"education","lineage":["https://openalex.org/I132053463"]},{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["BE","SE"],"is_corresponding":true,"raw_author_name":"Stefanos Georganos","raw_affiliation_strings":["Department of Geoscience, Environment & Society, Universit\u00e9 Libre de Bruxelles (ULB), 1050 Bruxelles, Belgium","Division of Geoinformatics, KTH Royal Institute of Technology, 10044 Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Geoscience, Environment & Society, Universit\u00e9 Libre de Bruxelles (ULB), 1050 Bruxelles, Belgium","institution_ids":["https://openalex.org/I132053463"]},{"raw_affiliation_string":"Division of Geoinformatics, KTH Royal Institute of Technology, 10044 Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026934874","display_name":"\u00c1ngela Abascal","orcid":"https://orcid.org/0000-0001-5437-2326"},"institutions":[{"id":"https://openalex.org/I88155538","display_name":"Universidad de Navarra","ror":"https://ror.org/02rxc7m23","country_code":"ES","type":"education","lineage":["https://openalex.org/I88155538"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Angela Abascal","raw_affiliation_strings":["School of Architecture, University of Navarra, 31009 Pamplona, Spain"],"affiliations":[{"raw_affiliation_string":"School of Architecture, University of Navarra, 31009 Pamplona, Spain","institution_ids":["https://openalex.org/I88155538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059871347","display_name":"Monika Kuffer","orcid":null},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Monika Kuffer","raw_affiliation_strings":["Faculty of Geo-Information Science & Earth Observation (ITC), University of Twente, 5414 AE Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science & Earth Observation (ITC), University of Twente, 5414 AE Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100677842","display_name":"Jiong Wang","orcid":"https://orcid.org/0000-0002-4632-6191"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jiong Wang","raw_affiliation_strings":["Faculty of Geo-Information Science & Earth Observation (ITC), University of Twente, 5414 AE Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science & Earth Observation (ITC), University of Twente, 5414 AE Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040577018","display_name":"Maxwell Owusu","orcid":"https://orcid.org/0000-0001-7863-6541"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Maxwell Owusu","raw_affiliation_strings":["Faculty of Geo-Information Science & Earth Observation (ITC), University of Twente, 5414 AE Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science & Earth Observation (ITC), University of Twente, 5414 AE Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075388927","display_name":"\u00c9l\u00e9onore Wolff","orcid":"https://orcid.org/0000-0002-8564-4942"},"institutions":[{"id":"https://openalex.org/I132053463","display_name":"Universit\u00e9 Libre de Bruxelles","ror":"https://ror.org/01r9htc13","country_code":"BE","type":"education","lineage":["https://openalex.org/I132053463"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"El\u00e9onore Wolff","raw_affiliation_strings":["Department of Geoscience, Environment & Society, Universit\u00e9 Libre de Bruxelles (ULB), 1050 Bruxelles, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Geoscience, Environment & Society, Universit\u00e9 Libre de Bruxelles (ULB), 1050 Bruxelles, Belgium","institution_ids":["https://openalex.org/I132053463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053444530","display_name":"Sabine Vanhuysse","orcid":"https://orcid.org/0000-0001-6226-1968"},"institutions":[{"id":"https://openalex.org/I132053463","display_name":"Universit\u00e9 Libre de Bruxelles","ror":"https://ror.org/01r9htc13","country_code":"BE","type":"education","lineage":["https://openalex.org/I132053463"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sabine Vanhuysse","raw_affiliation_strings":["Department of Geoscience, Environment & Society, Universit\u00e9 Libre de Bruxelles (ULB), 1050 Bruxelles, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Geoscience, Environment & Society, Universit\u00e9 Libre de Bruxelles (ULB), 1050 Bruxelles, Belgium","institution_ids":["https://openalex.org/I132053463"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5012690957"],"corresponding_institution_ids":["https://openalex.org/I132053463","https://openalex.org/I86987016"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.1415,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.88873667,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"13","issue":"24","first_page":"4986","last_page":"4986"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9994000196456909,"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":0.9994000196456909,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9937000274658203,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9932000041007996,"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/geography","display_name":"Geography","score":0.5216405987739563},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.47513988614082336},{"id":"https://openalex.org/keywords/informal-settlements","display_name":"Informal settlements","score":0.47076085209846497},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.46765726804733276},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4353767931461334},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4237251281738281},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.41578489542007446},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.10399201512336731}],"concepts":[{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5216405987739563},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.47513988614082336},{"id":"https://openalex.org/C2992462627","wikidata":"https://www.wikidata.org/wiki/Q96382144","display_name":"Informal settlements","level":2,"score":0.47076085209846497},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.46765726804733276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4353767931461334},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4237251281738281},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41578489542007446},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.10399201512336731},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3390/rs13244986","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13244986","pdf_url":"https://www.mdpi.com/2072-4292/13/24/4986/pdf?version=1639013798","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:ris.utwente.nl:openaire/562bc623-25b1-4628-94ae-5b4798206402","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/562bc623-25b1-4628-94ae-5b4798206402","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Georganos, S, Abascal, A, Kuffer, M, Wang, J, Owusu, M, Wolff, E & Vanhuysse, S 2021, 'Is it all the same? Mapping and characterizing deprived urban areas using WorldView-3 superspectral imagery : A case study in Nairobi, Kenya', Remote sensing, vol. 13, no. 24, 4986. https://doi.org/10.3390/rs13244986","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dadun.unav.edu:10171/62848","is_oa":true,"landing_page_url":"https://hdl.handle.net/10171/62848","pdf_url":null,"source":{"id":"https://openalex.org/S4306401514","display_name":"Deposito Adademico Digital Universidad De Navarra (University of Navarra)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I88155538","host_organization_name":"Universidad de Navarra","host_organization_lineage":["https://openalex.org/I88155538"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:dipot.ulb.ac.be:2013/336872","is_oa":true,"landing_page_url":"http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/336872","pdf_url":null,"source":{"id":"https://openalex.org/S4306401063","display_name":"D\u00e9p\u00f4t institutionnel de l'Universit\u00e9 libre de Bruxelles (Universit\u00e9 Libre de Bruxelles)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I132053463","host_organization_name":"Universit\u00e9 Libre de Bruxelles","host_organization_lineage":["https://openalex.org/I132053463"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 13 (24","raw_type":"info:ulb-repo/semantics/openurl/article"},{"id":"pmh:oai:doaj.org/article:d0837c5c382844758e41f47ca51c716f","is_oa":true,"landing_page_url":"https://doaj.org/article/d0837c5c382844758e41f47ca51c716f","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 24, p 4986 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/24/4986/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13244986","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 13; Issue 24; Pages: 4986","raw_type":"Text"},{"id":"pmh:oai:ris.utwente.nl:publications/562bc623-25b1-4628-94ae-5b4798206402","is_oa":true,"landing_page_url":"https://ezproxy2.utwente.nl/login?url=https://library.itc.utwente.nl/login/2021/isi/zeng_map.pdfhttps://ezproxy2.utwente.nl/login?url=https://library.itc.utwente.nl/login/2021/isi/kuffer_its.pdf","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Georganos , S , Abascal , A , Kuffer , M , Wang , J , Owusu , M , Wolff , E &amp; Vanhuysse , S 2021 , ' Is it all the same? Mapping and characterizing deprived urban areas using WorldView-3 superspectral imagery : A case study in Nairobi, Kenya ' , Remote sensing , vol. 13 , no. 24 , 4986 . https://doi.org/10.3390/rs13244986","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs13244986","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13244986","pdf_url":"https://www.mdpi.com/2072-4292/13/24/4986/pdf?version=1639013798","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":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.8299999833106995}],"awards":[{"id":"https://openalex.org/G8130032277","display_name":null,"funder_award_id":"SR/11/380","funder_id":"https://openalex.org/F4320321454","funder_display_name":"Belgian Federal Science Policy Office"}],"funders":[{"id":"https://openalex.org/F4320321454","display_name":"Belgian Federal Science Policy Office","ror":"https://ror.org/01fapfv42"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200004589.pdf","grobid_xml":"https://content.openalex.org/works/W4200004589.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1495083471","https://openalex.org/W2014351994","https://openalex.org/W2076154241","https://openalex.org/W2083061291","https://openalex.org/W2090839329","https://openalex.org/W2142710676","https://openalex.org/W2143228392","https://openalex.org/W2170489522","https://openalex.org/W2188436909","https://openalex.org/W2404611670","https://openalex.org/W2536599516","https://openalex.org/W2557117995","https://openalex.org/W2588173298","https://openalex.org/W2606006540","https://openalex.org/W2763677584","https://openalex.org/W2770654566","https://openalex.org/W2910347924","https://openalex.org/W2911964244","https://openalex.org/W2926632975","https://openalex.org/W2964287450","https://openalex.org/W2969463638","https://openalex.org/W2985179920","https://openalex.org/W3011166455","https://openalex.org/W3011445294","https://openalex.org/W3016320244","https://openalex.org/W3030498991","https://openalex.org/W3048791831","https://openalex.org/W3080475201","https://openalex.org/W3087374370","https://openalex.org/W3087497659","https://openalex.org/W3089814003","https://openalex.org/W3112482023","https://openalex.org/W3117535570","https://openalex.org/W3173622220","https://openalex.org/W3203835877","https://openalex.org/W3205375658","https://openalex.org/W6673051380","https://openalex.org/W6681449241","https://openalex.org/W6745432764","https://openalex.org/W6982728064","https://openalex.org/W7043844985"],"related_works":["https://openalex.org/W2909344344","https://openalex.org/W2781230233","https://openalex.org/W272479627","https://openalex.org/W4391652067","https://openalex.org/W2136906403","https://openalex.org/W2256775236","https://openalex.org/W2562412279","https://openalex.org/W1554236560","https://openalex.org/W2139939267","https://openalex.org/W1974511032"],"abstract_inverted_index":{"In":[0,52],"the":[1,14,21,42,85,96,109,142,151,162,196,206],"past":[2],"two":[3],"decades,":[4],"Earth":[5],"observation":[6],"(EO)":[7],"data":[8,34],"have":[9],"been":[10],"utilized":[11],"for":[12,250,258],"studying":[13],"spatial":[15],"patterns":[16],"of":[17,23,41,44,60,87,95,111,126,153,161,185,208,234],"urban":[18,70,259],"deprivation.":[19],"Given":[20],"scope":[22],"many":[24],"existing":[25],"studies,":[26],"it":[27],"is":[28],"still":[29],"unclear":[30],"how":[31],"very-high-resolution":[32],"EO":[33,77],"can":[35,73,179],"help":[36],"to":[37,99,133,201,216],"improve":[38],"our":[39,112],"understanding":[40],"multidimensionality":[43],"deprivation":[45,61,101,178,235],"within":[46,68,240],"settlements":[47],"on":[48,84],"a":[49,228],"city-wide":[50],"scale.":[51],"this":[53],"work,":[54],"we":[55,114,213],"assumed":[56],"that":[57,172,176],"multiple":[58,116],"facets":[59],"are":[62],"reflected":[63],"by":[64,76,82,189],"varying":[65,124,221],"morphological":[66],"structures":[67],"deprived":[69,97,167,218,243],"areas":[71,98,219],"and":[72,120,128,138,241],"be":[74,180,248],"captured":[75],"information.":[78],"We":[79],"set":[80],"out":[81],"staying":[83],"scale":[86],"an":[88,183],"entire":[89],"city,":[90],"while":[91,140],"zooming":[92],"into":[93,220],"each":[94],"investigate":[100],"through":[102,224],"land":[103],"cover":[104],"(LC)":[105],"variations.":[106],"To":[107],"test":[108],"generalizability":[110],"workflow,":[113],"assembled":[115],"WorldView-3":[117],"datasets":[118],"(multispectral":[119],"shortwave":[121],"infrared)":[122],"with":[123,182],"numbers":[125],"bands":[127],"image":[129,193],"features,":[130],"allowing":[131],"us":[132],"explore":[134],"computational":[135],"efficiency,":[136],"complexity,":[137],"scalability":[139],"keeping":[141],"model":[143],"architecture":[144],"consistent.":[145],"Our":[146,169],"workflow":[147],"was":[148],"implemented":[149],"in":[150,166,205],"city":[152,163],"Nairobi,":[154],"Kenya,":[155],"where":[156],"more":[157],"than":[158],"sixty":[159],"percent":[160,188],"population":[164],"lives":[165],"areas.":[168,244],"results":[170,246],"indicate":[171],"detailed":[173],"LC":[174,225],"information":[175],"characterizes":[177],"mapped":[181],"accuracy":[184,207],"over":[186],"seventy":[187],"only":[190],"using":[191,227],"RGB-based":[192],"features.":[194],"Including":[195],"near-infrared":[197],"(NIR)":[198],"band":[199],"appears":[200],"bring":[202],"significant":[203],"improvements":[204],"all":[209],"classes.":[210],"Equally":[211],"important,":[212],"were":[214],"able":[215],"categorize":[217],"profiles":[222,236],"manifested":[223],"variability":[226],"gridded":[229],"mapping":[230],"approach.":[231],"The":[232,245],"types":[233],"varied":[237],"significantly":[238],"both":[239],"between":[242],"could":[247],"informative":[249],"practical":[251],"interventions":[252],"such":[253],"as":[254],"land-use":[255],"planning":[256],"policies":[257],"upgrading":[260],"programs.":[261]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":6}],"updated_date":"2026-03-28T08:17:26.163206","created_date":"2025-10-10T00:00:00"}
