{"id":"https://openalex.org/W2921686029","doi":"https://doi.org/10.3390/rs11050587","title":"Automatic Estimation of Urban Waterlogging Depths from Video Images Based on Ubiquitous Reference Objects","display_name":"Automatic Estimation of Urban Waterlogging Depths from Video Images Based on Ubiquitous Reference Objects","publication_year":2019,"publication_date":"2019-03-11","ids":{"openalex":"https://openalex.org/W2921686029","doi":"https://doi.org/10.3390/rs11050587","mag":"2921686029"},"language":"en","primary_location":{"id":"doi:10.3390/rs11050587","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11050587","pdf_url":"https://www.mdpi.com/2072-4292/11/5/587/pdf?version=1552311649","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/2072-4292/11/5/587/pdf?version=1552311649","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102931814","display_name":"Jingchao Jiang","orcid":"https://orcid.org/0000-0002-0446-3454"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]},{"id":"https://openalex.org/I4210157323","display_name":"South China Institute of Collaborative Innovation","ror":"https://ror.org/04jnpk588","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210157323","https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingchao Jiang","raw_affiliation_strings":["Smart City Collaborative Innovation Center of Zhejiang Province, Hangzhou 310012, China","Smart City Research Center, Hangzhou Dianzi University, Hangzhou 310012, China"],"affiliations":[{"raw_affiliation_string":"Smart City Collaborative Innovation Center of Zhejiang Province, Hangzhou 310012, China","institution_ids":["https://openalex.org/I4210157323"]},{"raw_affiliation_string":"Smart City Research Center, Hangzhou Dianzi University, Hangzhou 310012, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090537271","display_name":"Junzhi Liu","orcid":"https://orcid.org/0000-0002-7354-4207"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210141657","display_name":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","ror":"https://ror.org/045yewh40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I152031979","https://openalex.org/I4210141657"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junzhi Liu","raw_affiliation_strings":["Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing 210023, China","Key Laboratory of Virtual Geographic Environment, Ministry of Education, Nanjing Normal University, Nanjing 210023, China"],"affiliations":[{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing 210023, China","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Key Laboratory of Virtual Geographic Environment, Ministry of Education, Nanjing Normal University, Nanjing 210023, China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031780513","display_name":"Changxiu Cheng","orcid":"https://orcid.org/0000-0003-2988-8915"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changxiu Cheng","raw_affiliation_strings":["Key Laboratory of Environmental Change and Natural Disaster, Beijing Normal University, Beijing 100875, China","State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing 100875, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Environmental Change and Natural Disaster, Beijing Normal University, Beijing 100875, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing 100875, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072498979","display_name":"Jingzhou Huang","orcid":"https://orcid.org/0000-0001-6413-556X"},"institutions":[{"id":"https://openalex.org/I4210157323","display_name":"South China Institute of Collaborative Innovation","ror":"https://ror.org/04jnpk588","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210157323","https://openalex.org/I90610280"]},{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingzhou Huang","raw_affiliation_strings":["Smart City Collaborative Innovation Center of Zhejiang Province, Hangzhou 310012, China","Smart City Research Center, Hangzhou Dianzi University, Hangzhou 310012, China"],"affiliations":[{"raw_affiliation_string":"Smart City Collaborative Innovation Center of Zhejiang Province, Hangzhou 310012, China","institution_ids":["https://openalex.org/I4210157323"]},{"raw_affiliation_string":"Smart City Research Center, Hangzhou Dianzi University, Hangzhou 310012, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101568197","display_name":"Anke Xue","orcid":"https://orcid.org/0000-0001-8313-8520"},"institutions":[{"id":"https://openalex.org/I4210157323","display_name":"South China Institute of Collaborative Innovation","ror":"https://ror.org/04jnpk588","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210157323","https://openalex.org/I90610280"]},{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anke Xue","raw_affiliation_strings":["Smart City Collaborative Innovation Center of Zhejiang Province, Hangzhou 310012, China","Smart City Research Center, Hangzhou Dianzi University, Hangzhou 310012, China"],"affiliations":[{"raw_affiliation_string":"Smart City Collaborative Innovation Center of Zhejiang Province, Hangzhou 310012, China","institution_ids":["https://openalex.org/I4210157323"]},{"raw_affiliation_string":"Smart City Research Center, Hangzhou Dianzi University, Hangzhou 310012, China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5090537271"],"corresponding_institution_ids":["https://openalex.org/I152031979","https://openalex.org/I4210141657"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.6126,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.89348409,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":"5","first_page":"587","last_page":"587"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11119","display_name":"Urban Stormwater Management Solutions","score":0.9790999889373779,"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"}},{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9666000008583069,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/waterlogging","display_name":"Waterlogging (archaeology)","score":0.8061580657958984},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7226734161376953},{"id":"https://openalex.org/keywords/flooding","display_name":"Flooding (psychology)","score":0.5541312098503113},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5318847298622131},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4938250482082367},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46647176146507263},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4196191430091858},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2518843412399292},{"id":"https://openalex.org/keywords/wetland","display_name":"Wetland","score":0.1325538158416748}],"concepts":[{"id":"https://openalex.org/C202583358","wikidata":"https://www.wikidata.org/wiki/Q17143140","display_name":"Waterlogging (archaeology)","level":3,"score":0.8061580657958984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7226734161376953},{"id":"https://openalex.org/C186594467","wikidata":"https://www.wikidata.org/wiki/Q1429176","display_name":"Flooding (psychology)","level":2,"score":0.5541312098503113},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5318847298622131},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4938250482082367},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46647176146507263},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4196191430091858},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2518843412399292},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.1325538158416748},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs11050587","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11050587","pdf_url":"https://www.mdpi.com/2072-4292/11/5/587/pdf?version=1552311649","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:doaj.org/article:fce647ab5e814c988352e16d1522df62","is_oa":true,"landing_page_url":"https://doaj.org/article/fce647ab5e814c988352e16d1522df62","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 11, Iss 5, p 587 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/11/5/587/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs11050587","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 11; Issue 5; Pages: 587","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs11050587","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11050587","pdf_url":"https://www.mdpi.com/2072-4292/11/5/587/pdf?version=1552311649","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","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G6036252329","display_name":null,"funder_award_id":"41601423","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6510587270","display_name":null,"funder_award_id":"41601413","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7170645240","display_name":null,"funder_award_id":"2015CB954102","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2921686029.pdf","grobid_xml":"https://content.openalex.org/works/W2921686029.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2102605133","https://openalex.org/W2102654825","https://openalex.org/W2121885753","https://openalex.org/W2124606726","https://openalex.org/W2151103935","https://openalex.org/W2158618019","https://openalex.org/W2161969291","https://openalex.org/W2163114466","https://openalex.org/W2168480769","https://openalex.org/W2193145675","https://openalex.org/W2214653699","https://openalex.org/W2238169501","https://openalex.org/W2407521645","https://openalex.org/W2528564228","https://openalex.org/W2580774552","https://openalex.org/W2668276107","https://openalex.org/W2732516007","https://openalex.org/W2767968188","https://openalex.org/W2807638832","https://openalex.org/W2896884818","https://openalex.org/W2963037989","https://openalex.org/W3106250896","https://openalex.org/W6683411478","https://openalex.org/W6740572115"],"related_works":["https://openalex.org/W2385147524","https://openalex.org/W4367053133","https://openalex.org/W2383456353","https://openalex.org/W3195844633","https://openalex.org/W2370576473","https://openalex.org/W2398818479","https://openalex.org/W2372487728","https://openalex.org/W4367054303","https://openalex.org/W2360811399","https://openalex.org/W4367053135"],"abstract_inverted_index":{"Video":[0],"supervision":[1],"equipment,":[2],"which":[3,23],"is":[4,131,175],"readily":[5],"available":[6],"in":[7,17,26,54,124],"most":[8],"cities,":[9],"can":[10,28],"record":[11],"the":[12,49,94,116,120,135,160],"processes":[13],"of":[14,162],"urban":[15,33,50,74,150,186],"floods":[16],"video":[18,38,55,78,89,155],"form.":[19],"Ubiquitous":[20],"reference":[21,83,86,122],"objects,":[22],"often":[24],"appear":[25],"videos,":[27],"be":[29],"used":[30,132],"to":[31,71,133,177,184],"indicate":[32],"waterlogging":[34,46,51,75,111,151],"depths.":[35,47],"This":[36,157],"makes":[37],"images":[39,56,79,90],"a":[40,69,105],"valuable":[41],"data":[42],"source":[43],"for":[44],"obtaining":[45],"However,":[48],"information":[52,153],"contained":[53],"has":[57,159],"not":[58],"been":[59],"effectively":[60,146],"mined":[61],"and":[62,96,148,171],"utilized.":[63],"In":[64],"this":[65,179],"paper,":[66],"we":[67],"present":[68],"method":[70,144,158,181],"automatically":[72],"estimate":[73],"depths":[76,112],"from":[77,88,154],"based":[80],"on":[81],"ubiquitous":[82],"objects.":[84],"First,":[85],"objects":[87,123],"are":[91,113],"detected":[92,121],"during":[93],"flooding":[95],"non-flooding":[97],"periods":[98],"using":[99,115],"an":[100],"object":[101],"detection":[102],"model":[103],"with":[104],"convolutional":[106],"neural":[107],"network":[108],"(CNN).":[109],"Then,":[110],"estimated":[114],"height":[117],"differences":[118],"between":[119],"these":[125],"two":[126],"periods.":[127],"A":[128],"case":[129],"study":[130],"evaluate":[134],"proposed":[136,143,180],"method.":[137],"The":[138],"results":[139],"show":[140],"that":[141],"our":[142],"could":[145],"mine":[147],"utilize":[149],"depth":[152],"images.":[156],"advantages":[161],"low":[163],"economic":[164],"cost,":[165],"acceptable":[166],"accuracy,":[167],"high":[168],"spatiotemporal":[169],"resolution,":[170],"wide":[172],"coverage.":[173],"It":[174],"feasible":[176],"promote":[178],"within":[182],"cities":[183],"monitor":[185],"floods.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}
