{"id":"https://openalex.org/W3012347057","doi":"https://doi.org/10.1109/ghtc46095.2019.9033030","title":"Towards Vulnerability Mapping on High Resolution Aerial Images: Roof Detection, GIS, and Machine Learning Techniques","display_name":"Towards Vulnerability Mapping on High Resolution Aerial Images: Roof Detection, GIS, and Machine Learning Techniques","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3012347057","doi":"https://doi.org/10.1109/ghtc46095.2019.9033030","mag":"3012347057"},"language":"en","primary_location":{"id":"doi:10.1109/ghtc46095.2019.9033030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ghtc46095.2019.9033030","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Humanitarian Technology Conference (GHTC)","raw_type":"proceedings-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/A5061936576","display_name":"Dean Karlo Bardeloza","orcid":null},"institutions":[{"id":"https://openalex.org/I19722","display_name":"Ateneo de Manila University","ror":"https://ror.org/053kevk63","country_code":"PH","type":"education","lineage":["https://openalex.org/I19722"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"D. K. Bardeloza","raw_affiliation_strings":["Ateneo de Manila University, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ateneo de Manila University, Philippines","institution_ids":["https://openalex.org/I19722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089888917","display_name":"Nathaniel Joseph C. Libatique","orcid":"https://orcid.org/0000-0003-3897-8963"},"institutions":[{"id":"https://openalex.org/I19722","display_name":"Ateneo de Manila University","ror":"https://ror.org/053kevk63","country_code":"PH","type":"education","lineage":["https://openalex.org/I19722"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"N. J. Libatique","raw_affiliation_strings":["Ateneo de Manila University, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ateneo de Manila University, Philippines","institution_ids":["https://openalex.org/I19722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085233298","display_name":"Gregory L. Tangonan","orcid":null},"institutions":[{"id":"https://openalex.org/I19722","display_name":"Ateneo de Manila University","ror":"https://ror.org/053kevk63","country_code":"PH","type":"education","lineage":["https://openalex.org/I19722"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"G. L. Tangonan","raw_affiliation_strings":["Ateneo de Manila University, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ateneo de Manila University, Philippines","institution_ids":["https://openalex.org/I19722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015921895","display_name":"May Celine T. M. Vicente","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125471","display_name":"Manila Observatory","ror":"https://ror.org/0302q4d52","country_code":"PH","type":"facility","lineage":["https://openalex.org/I4210125471"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"M. C. T. Vicente","raw_affiliation_strings":["Manila Observatory, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manila Observatory, Philippines","institution_ids":["https://openalex.org/I4210125471"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065190885","display_name":"Jaime Luis E. Honrado","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"J. L. Honrado","raw_affiliation_strings":["Skyeye Analytics, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Skyeye Analytics, Philippines","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1812,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60707794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9962999820709229,"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":0.9962999820709229,"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":0.9904000163078308,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.988099992275238,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.8546582460403442},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.7330504059791565},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.596014142036438},{"id":"https://openalex.org/keywords/geographic-information-system","display_name":"Geographic information system","score":0.5624985098838806},{"id":"https://openalex.org/keywords/aerial-image","display_name":"Aerial image","score":0.5524885654449463},{"id":"https://openalex.org/keywords/vulnerability-assessment","display_name":"Vulnerability assessment","score":0.5299808979034424},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4978525638580322},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.47286367416381836},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.45887601375579834},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.3811568021774292},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3649647831916809},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16257506608963013},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.14166584610939026}],"concepts":[{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.8546582460403442},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.7330504059791565},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.596014142036438},{"id":"https://openalex.org/C41856607","wikidata":"https://www.wikidata.org/wiki/Q483130","display_name":"Geographic information system","level":2,"score":0.5624985098838806},{"id":"https://openalex.org/C2776429412","wikidata":"https://www.wikidata.org/wiki/Q4688011","display_name":"Aerial image","level":3,"score":0.5524885654449463},{"id":"https://openalex.org/C167063184","wikidata":"https://www.wikidata.org/wiki/Q1400839","display_name":"Vulnerability assessment","level":3,"score":0.5299808979034424},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4978525638580322},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.47286367416381836},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.45887601375579834},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.3811568021774292},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3649647831916809},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16257506608963013},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.14166584610939026},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"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/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ghtc46095.2019.9033030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ghtc46095.2019.9033030","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Humanitarian Technology Conference (GHTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2130192595","https://openalex.org/W2133665775","https://openalex.org/W2776322637"],"related_works":["https://openalex.org/W1883246888","https://openalex.org/W3155483442","https://openalex.org/W4214818710","https://openalex.org/W4296970743","https://openalex.org/W4205665237","https://openalex.org/W2365031108","https://openalex.org/W2370114625","https://openalex.org/W3159249782","https://openalex.org/W2947584067","https://openalex.org/W3118510577"],"abstract_inverted_index":{"Determining":[0],"disaster-critical":[1],"areas":[2,43,92],"are":[3,44,147,159],"essential":[4],"when":[5],"it":[6],"comes":[7],"to":[8,58,66,73,142,168],"disaster":[9,127,139,187],"risk":[10,150],"reduction":[11],"and":[12,30,35,49,60,68,78,125,151,181,189],"response.":[13],"One":[14],"tool":[15],"that":[16,111,175],"can":[17,54,115],"assist":[18],"in":[19,40,148,156,186],"this":[20,107],"effort":[21],"is":[22,104,166],"vulnerability":[23,65,128],"mapping.":[24],"This":[25,52],"study":[26],"explores":[27],"roof":[28],"detection":[29],"segmentation":[31],"using":[32,83],"machine":[33],"learning":[34],"geospatial":[36,77],"information":[37,53,118],"systems":[38],"techniques":[39],"which":[41,81,144,152],"target":[42],"characterized":[45],"by":[46,94,129],"urban":[47,123],"density":[48],"spatial":[50],"arrangement.":[51],"then":[55],"be":[56],"used":[57,105],"contextualize":[59],"quantify":[61],"a":[62,138],"certain":[63],"area's":[64],"natural":[67],"man-made":[69],"disasters.":[70],"In":[71],"contrast":[72],"previous":[74],"efforts":[75],"of":[76,90,99,153,172],"mapping":[79],"analysis":[80],"involves":[82],"satellite":[84],"images,":[85],"higher":[86],"resolution":[87],"aerial":[88,133,173],"images":[89,174],"Philippine":[91],"provided":[93],"the":[95,100,112,154,157,163],"Aerial":[96],"Imaging":[97],"Laboratory":[98],"Ateneo":[101],"Innovation":[102],"Center":[103],"for":[106,177,184],"study.":[108],"Results":[109],"show":[110],"proposed":[113,164],"system":[114,136,165],"extract":[116],"various":[117],"such":[119],"as":[120],"population":[121,155],"estimation,":[122],"density,":[124],"ultimately,":[126],"detecting":[130],"roofs":[131],"from":[132],"images.":[134],"The":[135],"includes":[137],"simulation":[140],"capability":[141],"determine":[143],"specific":[145],"regions":[146],"highest":[149],"area":[158],"directly":[160],"affected.":[161],"Lastly,":[162],"able":[167],"handle":[169],"batch":[170],"processing":[171],"allow":[176],"fast":[178],"response":[179,188],"times":[180],"wider":[182],"coverage":[183],"assisting":[185],"rescue":[190],"efforts.":[191]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}