{"id":"https://openalex.org/W4404410860","doi":"https://doi.org/10.1109/access.2024.3498893","title":"Exploring Generative AI for YOLO-Based Object Detection to Enhance Flood Disaster Response in Malaysia","display_name":"Exploring Generative AI for YOLO-Based Object Detection to Enhance Flood Disaster Response in Malaysia","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404410860","doi":"https://doi.org/10.1109/access.2024.3498893"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3498893","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3498893","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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 Access","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/access.2024.3498893","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007314174","display_name":"Jiehan Teoh","orcid":"https://orcid.org/0000-0003-3766-8349"},"institutions":[{"id":"https://openalex.org/I84339108","display_name":"Sunway University","ror":"https://ror.org/04mjt7f73","country_code":"MY","type":"education","lineage":["https://openalex.org/I84339108"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Jiehan Teoh","raw_affiliation_strings":["Department of Computing and Information Systems, School of Engineering, Research Centre for Human-Machine Collaboration, Sunway University, Petaling Jaya, Malaysia","Department of Computing and Information Systems, School of Engineering and Technology, Research Centre for Human-Machine Collaboration, Sunway University, Bandar Sunway, Petaling Jaya, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-3766-8349","affiliations":[{"raw_affiliation_string":"Department of Computing and Information Systems, School of Engineering, Research Centre for Human-Machine Collaboration, Sunway University, Petaling Jaya, Malaysia","institution_ids":["https://openalex.org/I84339108"]},{"raw_affiliation_string":"Department of Computing and Information Systems, School of Engineering and Technology, Research Centre for Human-Machine Collaboration, Sunway University, Bandar Sunway, Petaling Jaya, Malaysia","institution_ids":["https://openalex.org/I84339108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078880214","display_name":"Zuliani Zulkoffli","orcid":"https://orcid.org/0000-0003-2492-7620"},"institutions":[{"id":"https://openalex.org/I1336834208","display_name":"Management and Science University","ror":"https://ror.org/027zr9y17","country_code":"MY","type":"education","lineage":["https://openalex.org/I1336834208"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zuliani Binti Zulkoffli","raw_affiliation_strings":["School of Computing and Creative Media, University of Wollongong Malaysia, Glenmarie Campus, Shah Alam, Malaysia","School of Computing &#x0026; Creative Media, University of Wollongong Malaysia, Glenmarie Campus, Glenpark U1, Shah Alam, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-2492-7620","affiliations":[{"raw_affiliation_string":"School of Computing and Creative Media, University of Wollongong Malaysia, Glenmarie Campus, Shah Alam, Malaysia","institution_ids":["https://openalex.org/I1336834208"]},{"raw_affiliation_string":"School of Computing &#x0026; Creative Media, University of Wollongong Malaysia, Glenmarie Campus, Glenpark U1, Shah Alam, Malaysia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059335806","display_name":"Kian Meng Yap","orcid":"https://orcid.org/0000-0001-6795-9847"},"institutions":[{"id":"https://openalex.org/I84339108","display_name":"Sunway University","ror":"https://ror.org/04mjt7f73","country_code":"MY","type":"education","lineage":["https://openalex.org/I84339108"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Kian Meng Yap","raw_affiliation_strings":["Department of Computing and Information Systems, School of Engineering, Research Centre for Human-Machine Collaboration, Sunway University, Petaling Jaya, Malaysia","Department of Computing and Information Systems, School of Engineering and Technology, Research Centre for Human-Machine Collaboration, Sunway University, Bandar Sunway, Petaling Jaya, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-6795-9847","affiliations":[{"raw_affiliation_string":"Department of Computing and Information Systems, School of Engineering, Research Centre for Human-Machine Collaboration, Sunway University, Petaling Jaya, Malaysia","institution_ids":["https://openalex.org/I84339108"]},{"raw_affiliation_string":"Department of Computing and Information Systems, School of Engineering and Technology, Research Centre for Human-Machine Collaboration, Sunway University, Bandar Sunway, Petaling Jaya, Malaysia","institution_ids":["https://openalex.org/I84339108"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026191874","display_name":"H. S. Chua","orcid":"https://orcid.org/0000-0001-5352-2812"},"institutions":[{"id":"https://openalex.org/I1336834208","display_name":"Management and Science University","ror":"https://ror.org/027zr9y17","country_code":"MY","type":"education","lineage":["https://openalex.org/I1336834208"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Huang Shen Chua","raw_affiliation_strings":["School of Engineering, University of Wollongong Malaysia, Glenmarie Campus, Shah Alam, Malaysia","School of Engineering, University of Wollongong Malaysia, Glenmarie Campus, Glenpark U1, Shah Alam, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-5352-2812","affiliations":[{"raw_affiliation_string":"School of Engineering, University of Wollongong Malaysia, Glenmarie Campus, Shah Alam, Malaysia","institution_ids":["https://openalex.org/I1336834208"]},{"raw_affiliation_string":"School of Engineering, University of Wollongong Malaysia, Glenmarie Campus, Glenpark U1, Shah Alam, Malaysia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.5383,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.81952101,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"173686","last_page":"173699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.8413000106811523,"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":0.8413000106811523,"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":0.7039178609848022},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.6172258257865906},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6159066557884216},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5377071499824524},{"id":"https://openalex.org/keywords/disaster-response","display_name":"Disaster response","score":0.5256280303001404},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4882781505584717},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4687659442424774},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3847265839576721},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3394218683242798},{"id":"https://openalex.org/keywords/emergency-management","display_name":"Emergency management","score":0.29134854674339294},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.23774629831314087},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.19585052132606506}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7039178609848022},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.6172258257865906},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6159066557884216},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5377071499824524},{"id":"https://openalex.org/C3018653863","wikidata":"https://www.wikidata.org/wiki/Q5281355","display_name":"Disaster response","level":3,"score":0.5256280303001404},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4882781505584717},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4687659442424774},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3847265839576721},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3394218683242798},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.29134854674339294},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.23774629831314087},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.19585052132606506},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3498893","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3498893","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:854c90b62acc4b3a87751ed817e058b7","is_oa":true,"landing_page_url":"https://doaj.org/article/854c90b62acc4b3a87751ed817e058b7","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 Access, Vol 12, Pp 173686-173699 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3498893","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3498893","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8700000047683716,"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":72,"referenced_works":["https://openalex.org/W1114923635","https://openalex.org/W1807107048","https://openalex.org/W1908070389","https://openalex.org/W2009609470","https://openalex.org/W2115988750","https://openalex.org/W2497120379","https://openalex.org/W2554552787","https://openalex.org/W2559905394","https://openalex.org/W2758714186","https://openalex.org/W2767968188","https://openalex.org/W2782879444","https://openalex.org/W2791341837","https://openalex.org/W2810885484","https://openalex.org/W2892387601","https://openalex.org/W2893245986","https://openalex.org/W2913665514","https://openalex.org/W2914637451","https://openalex.org/W2942493306","https://openalex.org/W2948451340","https://openalex.org/W2973910146","https://openalex.org/W2982172486","https://openalex.org/W2997072997","https://openalex.org/W3000661959","https://openalex.org/W3005416549","https://openalex.org/W3024501890","https://openalex.org/W3033864100","https://openalex.org/W3039052129","https://openalex.org/W3114278747","https://openalex.org/W3116751683","https://openalex.org/W3125431596","https://openalex.org/W3130567206","https://openalex.org/W3132257354","https://openalex.org/W3137619678","https://openalex.org/W3151341134","https://openalex.org/W3157932358","https://openalex.org/W3181167066","https://openalex.org/W3195732834","https://openalex.org/W3206747290","https://openalex.org/W3207671321","https://openalex.org/W3211755207","https://openalex.org/W4200015950","https://openalex.org/W4206046353","https://openalex.org/W4206199639","https://openalex.org/W4220752280","https://openalex.org/W4220983769","https://openalex.org/W4225114437","https://openalex.org/W4226182805","https://openalex.org/W4229003073","https://openalex.org/W4280556628","https://openalex.org/W4283658303","https://openalex.org/W4290635052","https://openalex.org/W4300862723","https://openalex.org/W4303980713","https://openalex.org/W4318478414","https://openalex.org/W4318969487","https://openalex.org/W4320802078","https://openalex.org/W4364856298","https://openalex.org/W4378188762","https://openalex.org/W4378591391","https://openalex.org/W4380360579","https://openalex.org/W4381252028","https://openalex.org/W4382369501","https://openalex.org/W4383312437","https://openalex.org/W4384302129","https://openalex.org/W4385071300","https://openalex.org/W4385416665","https://openalex.org/W4385863900","https://openalex.org/W4386098991","https://openalex.org/W4386693657","https://openalex.org/W6682619068","https://openalex.org/W6792938652","https://openalex.org/W6853235277"],"related_works":["https://openalex.org/W2380075625","https://openalex.org/W4390718435","https://openalex.org/W4390549206","https://openalex.org/W2394377911","https://openalex.org/W63519562","https://openalex.org/W3020755331","https://openalex.org/W2593813247","https://openalex.org/W4292830139","https://openalex.org/W4319309705","https://openalex.org/W2116169160"],"abstract_inverted_index":{"$F$lood":[0],"disasters":[1,18],"pose":[2],"significant":[3],"threats":[4],"to":[5,20,67,156],"communities":[6],"around":[7],"the":[8,26,36,41,50,60,87,94,119,143,158,174],"world.":[9],"In":[10],"Malaysia,":[11,154],"floods":[12],"are":[13],"recurrent":[14],"and":[15,49,79,102,134,166],"severe":[16],"natural":[17],"due":[19],"its":[21],"geographical":[22],"location.":[23],"Focusing":[24],"on":[25,98],"response":[27,151],"phase":[28],"of":[29,43,52,62,129,132,138,145,160],"flood":[30,54,76,110,149,171],"disaster":[31,77,150],"management,":[32],"this":[33],"study":[34],"identifies":[35],"critical":[37],"issues":[38],"involved,":[39],"including":[40],"limitations":[42],"manual":[44],"observation":[45],"in":[46,75,147,153],"traditional":[47],"methods":[48],"lack":[51],"structured":[53],"image":[55],"databases.":[56],"This":[57],"research":[58],"explores":[59],"use":[61],"generative":[63],"artificial":[64],"intelligence":[65],"(gen-AI)":[66],"create":[68],"synthetic":[69,100,161],"images":[70,101,107,162,169],"as":[71],"an":[72,135],"alternative":[73],"source":[74],"detection":[78],"response.":[80],"By":[81],"adopting":[82],"a":[83,124],"systematic":[84],"approach":[85],"with":[86,118],"You":[88],"Only":[89],"Look":[90],"Once":[91],"(YOLO)":[92],"algorithm,":[93],"model":[95,113],"is":[96],"trained":[97],"gen-AI-produced":[99],"tested":[103],"using":[104],"real":[105],"drone-captured":[106],"from":[108],"past":[109],"events.":[111],"The":[112],"demonstrates":[114],"promising":[115],"preliminary":[116],"results":[117],"highest":[120],"performing":[121],"model,":[122],"achieving":[123],"mean":[125],"average":[126],"precision":[127],"(mAP50)":[128],"96.7%,":[130],"mAP@[0.5,0.95]":[131],"78.7%":[133],"F1":[136],"score":[137],"90.8%.":[139],"These":[140],"findings":[141],"highlight":[142],"potential":[144],"gen-AI":[146],"supporting":[148],"efforts":[152],"aiming":[155],"integrate":[157],"mix":[159],"during":[163,170],"non-flooding":[164],"periods":[165],"actual":[167],"drone":[168],"scenarios":[172],"into":[173],"comprehensive":[175],"FloodIntel":[176],"framework":[177],"for":[178],"future":[179],"research.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
