{"id":"https://openalex.org/W4294069570","doi":"https://doi.org/10.1109/icce-taiwan55306.2022.9869264","title":"Reduction deep learning model for floods recognition in satellite images","display_name":"Reduction deep learning model for floods recognition in satellite images","publication_year":2022,"publication_date":"2022-07-06","ids":{"openalex":"https://openalex.org/W4294069570","doi":"https://doi.org/10.1109/icce-taiwan55306.2022.9869264"},"language":"en","primary_location":{"id":"doi:10.1109/icce-taiwan55306.2022.9869264","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce-taiwan55306.2022.9869264","pdf_url":null,"source":{"id":"https://openalex.org/S4363607852","display_name":"2022 IEEE International Conference on Consumer Electronics - Taiwan","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Consumer Electronics - Taiwan","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/A5053598140","display_name":"Trong-An Bui","orcid":"https://orcid.org/0000-0001-7660-4060"},"institutions":[{"id":"https://openalex.org/I193365169","display_name":"National Chi Nan University","ror":"https://ror.org/03ha6v181","country_code":"TW","type":"education","lineage":["https://openalex.org/I193365169"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Trong-An Bui","raw_affiliation_strings":["National Chi Nan University,Electrical Engineering Department,Nantou,Taiwan (R.O.C)","Electrical Engineering Department, National Chi Nan University, Nantou, Taiwan (R.O.C)"],"raw_orcid":"https://orcid.org/0000-0001-7660-4060","affiliations":[{"raw_affiliation_string":"National Chi Nan University,Electrical Engineering Department,Nantou,Taiwan (R.O.C)","institution_ids":["https://openalex.org/I193365169"]},{"raw_affiliation_string":"Electrical Engineering Department, National Chi Nan University, Nantou, Taiwan (R.O.C)","institution_ids":["https://openalex.org/I193365169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009788338","display_name":"Pei\u2010Jun Lee","orcid":"https://orcid.org/0000-0003-2010-0853"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pei-Jun Lee","raw_affiliation_strings":["National Taiwan University of Science and Technology,Department of Electronic and Computer Engineering,Taipei,Taiwan (R.O.C)","Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan (R.O.C)"],"raw_orcid":"https://orcid.org/0000-0003-2010-0853","affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Department of Electronic and Computer Engineering,Taipei,Taiwan (R.O.C)","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan (R.O.C)","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061675682","display_name":"Yu-Hsuan Chen","orcid":"https://orcid.org/0000-0002-8374-8916"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Hsuan Chen","raw_affiliation_strings":["National Taiwan University of Science and Technology,Department of Electronic and Computer Engineering,Taipei,Taiwan (R.O.C)","Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan (R.O.C)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Department of Electronic and Computer Engineering,Taipei,Taiwan (R.O.C)","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan (R.O.C)","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045963284","display_name":"Andrew M. Lynn","orcid":"https://orcid.org/0000-0002-2673-1122"},"institutions":[{"id":"https://openalex.org/I4210118747","display_name":"Supermicro (United States)","ror":"https://ror.org/03f668467","country_code":"US","type":"company","lineage":["https://openalex.org/I4210118747"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Lynn","raw_affiliation_strings":["Super Micro Computer, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Super Micro Computer, Inc","institution_ids":["https://openalex.org/I4210118747"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5053598140"],"corresponding_institution_ids":["https://openalex.org/I193365169"],"apc_list":null,"apc_paid":null,"fwci":1.3847,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78269231,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"273","last_page":"274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9843999743461609,"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/deep-learning","display_name":"Deep learning","score":0.7508821487426758},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.7215360999107361},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.7020851969718933},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.6856184005737305},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.669265627861023},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6062079668045044},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.605475127696991},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.509814441204071},{"id":"https://openalex.org/keywords/satellite-image","display_name":"Satellite image","score":0.47183114290237427},{"id":"https://openalex.org/keywords/natural-disaster","display_name":"Natural disaster","score":0.4677351415157318},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.42785704135894775},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3778056204319},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3449026942253113},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22876065969467163},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.20133402943611145},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1971268653869629},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.17260682582855225},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1322561502456665},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09361010789871216}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7508821487426758},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.7215360999107361},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.7020851969718933},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.6856184005737305},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.669265627861023},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6062079668045044},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.605475127696991},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.509814441204071},{"id":"https://openalex.org/C2985301230","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite image","level":3,"score":0.47183114290237427},{"id":"https://openalex.org/C166566181","wikidata":"https://www.wikidata.org/wiki/Q8065","display_name":"Natural disaster","level":2,"score":0.4677351415157318},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.42785704135894775},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3778056204319},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3449026942253113},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22876065969467163},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.20133402943611145},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1971268653869629},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.17260682582855225},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1322561502456665},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09361010789871216},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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":1,"locations":[{"id":"doi:10.1109/icce-taiwan55306.2022.9869264","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce-taiwan55306.2022.9869264","pdf_url":null,"source":{"id":"https://openalex.org/S4363607852","display_name":"2022 IEEE International Conference on Consumer Electronics - Taiwan","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Consumer Electronics - Taiwan","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.550000011920929,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2884561390","https://openalex.org/W2966350036","https://openalex.org/W2989100060","https://openalex.org/W3047268098","https://openalex.org/W3140841781"],"related_works":["https://openalex.org/W2283162247","https://openalex.org/W4212983513","https://openalex.org/W2524507886","https://openalex.org/W2314488738","https://openalex.org/W2052518016","https://openalex.org/W2085956791","https://openalex.org/W2081022503","https://openalex.org/W2767823485","https://openalex.org/W4248668122","https://openalex.org/W4294069570"],"abstract_inverted_index":{"Satellite":[0],"images":[1,27],"to":[2,28],"forecast":[3],"natural":[4],"disasters":[5],"are":[6],"being":[7,69],"researched":[8],"and":[9,24,62,71],"improved.":[10],"This":[11],"paper":[12],"proposes":[13],"a":[14,20,48],"deep":[15],"learning":[16],"model":[17,34],"that":[18],"uses":[19],"combination":[21],"of":[22],"RGB":[23],"nIR":[25],"satellite":[26],"identify":[29],"flood":[30,67],"regions.":[31],"The":[32],"proposed":[33],"has":[35],"lower":[36],"computation":[37],"complexity":[38],"(42.51GMac),":[39],"reduces":[40],"78.67%":[41],"compared":[42],"with":[43,58],"U-NET.":[44],"In":[45],"this":[46],"research,":[47],"new":[49],"loss":[50],"function":[51],"focusing":[52],"on":[53],"water/flood":[54],"areas":[55],"is":[56],"proposed,":[57],"the":[59,66],"average":[60],"AP":[61],"IoU":[63],"values":[64],"over":[65],"zones":[68],"87.7%":[70],"79.5%,":[72],"respectively.":[73]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
