{"id":"https://openalex.org/W4414884289","doi":"https://doi.org/10.1080/13658816.2025.2568080","title":"Integrating geographic knowledge into self-supervised contrastive learning of street view imagery for representing urban space","display_name":"Integrating geographic knowledge into self-supervised contrastive learning of street view imagery for representing urban space","publication_year":2025,"publication_date":"2025-10-07","ids":{"openalex":"https://openalex.org/W4414884289","doi":"https://doi.org/10.1080/13658816.2025.2568080"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2025.2568080","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2025.2568080","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","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/A5090340166","display_name":"Sheng Hu","orcid":"https://orcid.org/0000-0002-7335-2811"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Hu","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","School of Geography, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0000-0002-7335-2811","affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Geography, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zihao Chen","orcid":"https://orcid.org/0009-0002-9286-1870"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihao Chen","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0009-0002-9286-1870","affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063458428","display_name":"Hanfa Xing","orcid":"https://orcid.org/0000-0002-8184-7064"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hanfa Xing","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","School of Geography, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0000-0002-8184-7064","affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"School of Geography, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629488","display_name":"Juntao Zhang","orcid":"https://orcid.org/0000-0001-8174-5378"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juntao Zhang","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110853076","display_name":"Zhonglin Yang","orcid":"https://orcid.org/0009-0002-5602-1153"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhonglin Yang","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0009-0002-5602-1153","affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016150064","display_name":"Wenkai Liu","orcid":"https://orcid.org/0000-0002-4388-1472"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenkai Liu","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0000-0002-4388-1472","affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079238957","display_name":"Jiaju Li","orcid":"https://orcid.org/0000-0003-4447-338X"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaju Li","raw_affiliation_strings":["Beidou Research Institute, South China Normal University","Beidou Research Institute, South China Normal University, Foshan, China"],"raw_orcid":"https://orcid.org/0000-0003-4447-338X","affiliations":[{"raw_affiliation_string":"Beidou Research Institute, South China Normal University","institution_ids":["https://openalex.org/I187400657"]},{"raw_affiliation_string":"Beidou Research Institute, South China Normal University, Foshan, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069698847","display_name":"Yongyang Xu","orcid":"https://orcid.org/0000-0001-7421-4915"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongyang Xu","raw_affiliation_strings":["School of Computer Science, China University of Geosciences","School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108954018","display_name":"Liang Wu","orcid":"https://orcid.org/0009-0009-1546-8144"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Wu","raw_affiliation_strings":["School of Computer Science, China University of Geosciences","School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063458428"],"corresponding_institution_ids":["https://openalex.org/I187400657"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23987076,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"40","issue":"5","first_page":"1576","last_page":"1599"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9959999918937683,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9959999918937683,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.9918000102043152,"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/space","display_name":"Space (punctuation)","score":0.5077999830245972},{"id":"https://openalex.org/keywords/urban-space","display_name":"Urban space","score":0.4138000011444092},{"id":"https://openalex.org/keywords/contrastive-analysis","display_name":"Contrastive analysis","score":0.3752000033855438},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3635999858379364},{"id":"https://openalex.org/keywords/urban-planning","display_name":"Urban planning","score":0.3043999969959259}],"concepts":[{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5077999830245972},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44119998812675476},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.42260000109672546},{"id":"https://openalex.org/C2988151755","wikidata":"https://www.wikidata.org/wiki/Q702492","display_name":"Urban space","level":2,"score":0.4138000011444092},{"id":"https://openalex.org/C2777629044","wikidata":"https://www.wikidata.org/wiki/Q614959","display_name":"Contrastive analysis","level":2,"score":0.3752000033855438},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3635999858379364},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.35519999265670776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3458999991416931},{"id":"https://openalex.org/C49545453","wikidata":"https://www.wikidata.org/wiki/Q69883","display_name":"Urban planning","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.27160000801086426},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2678000032901764}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/13658816.2025.2568080","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2025.2568080","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1779527088","display_name":null,"funder_award_id":"24YJC880047","funder_id":"https://openalex.org/F4320322007","funder_display_name":"Ministry of Environment"},{"id":"https://openalex.org/G2196614110","display_name":null,"funder_award_id":"2024M750975","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G537181324","display_name":null,"funder_award_id":"2023A1515110774","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322007","display_name":"Ministry of Environment","ror":"https://ror.org/04xmt0833"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1583837637","https://openalex.org/W1978338723","https://openalex.org/W2000962081","https://openalex.org/W2064675550","https://openalex.org/W2108598243","https://openalex.org/W2163922914","https://openalex.org/W2165698076","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2597353413","https://openalex.org/W2765793020","https://openalex.org/W2810218536","https://openalex.org/W2892816441","https://openalex.org/W2920171778","https://openalex.org/W2944019945","https://openalex.org/W2983674809","https://openalex.org/W2998302682","https://openalex.org/W3035060554","https://openalex.org/W3035725276","https://openalex.org/W3109208125","https://openalex.org/W3122451732","https://openalex.org/W3135588948","https://openalex.org/W3159492057","https://openalex.org/W3195494505","https://openalex.org/W4224317403","https://openalex.org/W4225149043","https://openalex.org/W4249502209","https://openalex.org/W4255556797","https://openalex.org/W4360855650","https://openalex.org/W4376870051","https://openalex.org/W4379046772","https://openalex.org/W4386779597","https://openalex.org/W4387532940","https://openalex.org/W4389817214","https://openalex.org/W4394991493","https://openalex.org/W4403523920","https://openalex.org/W4405559581","https://openalex.org/W4411735740"],"related_works":[],"abstract_inverted_index":{"In":[0],"this":[1,47],"study,":[2],"a":[3,178],"novel":[4],"self-supervised":[5],"contrastive":[6,69,81,164],"learning":[7,33],"framework":[8],"that":[9,28,188],"integrates":[10],"geographic":[11,157],"knowledge":[12,57,104,158],"into":[13,79,163],"the":[14,38,50,80,86,93,96,153],"analysis":[15],"of":[16,42,88,98,155],"street":[17,60],"view":[18,61],"imagery":[19,62],"for":[20,173,180,192],"representing":[21],"urban":[22,43,89,117,174,182,193],"space":[23],"is":[24],"proposed.":[25],"Traditional":[26],"methods":[27],"rely":[29],"solely":[30],"on":[31,95],"deep":[32],"often":[34],"struggle":[35],"to":[36,84],"capture":[37],"complex":[39],"spatial":[40],"characteristics":[41],"environments.":[44],"To":[45],"address":[46],"issue,":[48],"in":[49,92,120,128,135],"proposed":[51],"framework,":[52],"we":[53,75],"first":[54],"extracted":[55],"visual":[56],"(VK)":[58],"from":[59],"using":[63],"semantic":[64,103],"segmentation":[65],"and":[66,122,124,140,161,171,176,185,195],"then":[67],"constructed":[68],"samples":[70],"through":[71,113],"VK\u2013imagery":[72],"pairs.":[73],"Finally,":[74],"introduced":[76],"distance-weighted":[77],"temperatures":[78],"loss":[82],"function":[83],"adjust":[85],"similarities":[87],"features":[90],"encoded":[91],"representations":[94],"basis":[97],"geographical":[99,106],"proximity,":[100],"thereby":[101],"integrating":[102,156],"among":[105],"locations":[107],"(GSK).":[108],"The":[109,130,166],"method":[110],"was":[111],"validated":[112],"two":[114],"case":[115],"studies:":[116],"village":[118],"classification":[119,136],"Guangzhou":[121],"Foshan":[123],"urban-mobility":[125],"pattern":[126],"prediction":[127,142],"Shenzhen.":[129],"results":[131],"showed":[132],"significant":[133],"improvements":[134],"accuracy":[137],"(OA:":[138],"0.967)":[139],"reduced":[141],"error":[143],"(MAE:":[144],"28.069)":[145],"compared":[146],"with":[147],"conventional":[148],"approaches.":[149],"This":[150],"research":[151],"demonstrates":[152],"effectiveness":[154],"(including":[159],"VK":[160],"GSK)":[162],"learning.":[165],"approach":[167],"enhances":[168],"model":[169],"interpretability":[170],"generalizability":[172],"studies":[175],"provides":[177],"tool":[179],"analyzing":[181],"development":[183],"patterns":[184],"mobility":[186],"needs":[187],"will":[189],"be":[190],"useful":[191],"planning":[194],"policymaking.":[196]},"counts_by_year":[],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}