{"id":"https://openalex.org/W4200605141","doi":"https://doi.org/10.3390/rs13245138","title":"DSMNN-Net: A Deep Siamese Morphological Neural Network Model for Burned Area Mapping Using Multispectral Sentinel-2 and Hyperspectral PRISMA Images","display_name":"DSMNN-Net: A Deep Siamese Morphological Neural Network Model for Burned Area Mapping Using Multispectral Sentinel-2 and Hyperspectral PRISMA Images","publication_year":2021,"publication_date":"2021-12-17","ids":{"openalex":"https://openalex.org/W4200605141","doi":"https://doi.org/10.3390/rs13245138"},"language":"en","primary_location":{"id":"doi:10.3390/rs13245138","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245138","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5138/pdf?version=1640004889","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/2072-4292/13/24/5138/pdf?version=1640004889","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018156889","display_name":"Seyd Teymoor Seydi","orcid":"https://orcid.org/0000-0002-3678-4877"},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Seyd Teymoor Seydi","raw_affiliation_strings":["School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran, Tehran 14174-66191, Iran"],"raw_orcid":"https://orcid.org/0000-0002-3678-4877","affiliations":[{"raw_affiliation_string":"School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran, Tehran 14174-66191, Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003591539","display_name":"Mahdi Hasanlou","orcid":"https://orcid.org/0000-0002-7254-4475"},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mahdi Hasanlou","raw_affiliation_strings":["School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran, Tehran 14174-66191, Iran"],"raw_orcid":"https://orcid.org/0000-0002-7254-4475","affiliations":[{"raw_affiliation_string":"School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran, Tehran 14174-66191, Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106124934","display_name":"Jocelyn Chanussot","orcid":"https://orcid.org/0000-0003-4817-2875"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["CN","FR"],"is_corresponding":false,"raw_author_name":"Jocelyn Chanussot","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","CNRS, Grenoble INP, GIPSA-Lab, Universit\u00e9 Grenoble Alpes, 38000 Grenoble, France"],"raw_orcid":"https://orcid.org/0000-0003-4817-2875","affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"raw_affiliation_string":"CNRS, Grenoble INP, GIPSA-Lab, Universit\u00e9 Grenoble Alpes, 38000 Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5003591539"],"corresponding_institution_ids":["https://openalex.org/I23946033"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2784},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2784},"fwci":2.9786,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.91601346,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"13","issue":"24","first_page":"5138","last_page":"5138"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.9995999932289124,"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/T10555","display_name":"Fire effects on ecosystems","score":0.9995999932289124,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9951000213623047,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/remote-sensing","display_name":"Remote sensing","score":0.7400417327880859},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.6768088936805725},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.6431103944778442},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5055027008056641},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.4811057448387146},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4247356355190277},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3662468194961548},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2892001271247864},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24928465485572815}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7400417327880859},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.6768088936805725},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.6431103944778442},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5055027008056641},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.4811057448387146},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4247356355190277},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3662468194961548},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2892001271247864},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24928465485572815}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs13245138","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245138","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5138/pdf?version=1640004889","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:HAL:hal-03550105v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03550105","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.mdpi.com/2072-4292/13/24/5138","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:49786cb57b3c49baa7db14ea01311903","is_oa":true,"landing_page_url":"https://doaj.org/article/49786cb57b3c49baa7db14ea01311903","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":"Remote Sensing, Vol 13, Iss 24, p 5138 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/24/5138/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13245138","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 13; Issue 24; Pages: 5138","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13245138","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245138","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5138/pdf?version=1640004889","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":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G1041279674","display_name":"MIAI @ Grenoble Alpes","funder_award_id":"ANR-19-P3IA-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G3010527862","display_name":null,"funder_award_id":"ANR\u201019","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320318240","display_name":"European Space Agency","ror":"https://ror.org/03wd9za21"},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200605141.pdf","grobid_xml":"https://content.openalex.org/works/W4200605141.grobid-xml"},"referenced_works_count":83,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1995446787","https://openalex.org/W2134346724","https://openalex.org/W2500751094","https://openalex.org/W2580843432","https://openalex.org/W2622826443","https://openalex.org/W2751993439","https://openalex.org/W2758738932","https://openalex.org/W2797466127","https://openalex.org/W2901677692","https://openalex.org/W2901868594","https://openalex.org/W2901876960","https://openalex.org/W2940756181","https://openalex.org/W2952234521","https://openalex.org/W2958038879","https://openalex.org/W2964098128","https://openalex.org/W2981309558","https://openalex.org/W2987544142","https://openalex.org/W2993892937","https://openalex.org/W2998342770","https://openalex.org/W3001283548","https://openalex.org/W3003452346","https://openalex.org/W3008427521","https://openalex.org/W3011614889","https://openalex.org/W3014140399","https://openalex.org/W3023351371","https://openalex.org/W3028628556","https://openalex.org/W3037074658","https://openalex.org/W3039878613","https://openalex.org/W3042432963","https://openalex.org/W3045331167","https://openalex.org/W3045606376","https://openalex.org/W3048592407","https://openalex.org/W3066154933","https://openalex.org/W3091015953","https://openalex.org/W3092134957","https://openalex.org/W3092821390","https://openalex.org/W3113081288","https://openalex.org/W3118886722","https://openalex.org/W3119678585","https://openalex.org/W3119886183","https://openalex.org/W3120046742","https://openalex.org/W3123329766","https://openalex.org/W3123544374","https://openalex.org/W3124933334","https://openalex.org/W3128398964","https://openalex.org/W3134173255","https://openalex.org/W3139059964","https://openalex.org/W3140817818","https://openalex.org/W3141216299","https://openalex.org/W3141947287","https://openalex.org/W3155150792","https://openalex.org/W3157909651","https://openalex.org/W3158048883","https://openalex.org/W3158759741","https://openalex.org/W3163612517","https://openalex.org/W3174650221","https://openalex.org/W3174812001","https://openalex.org/W3178340391","https://openalex.org/W3178478114","https://openalex.org/W3183407731","https://openalex.org/W3183845284","https://openalex.org/W3186370669","https://openalex.org/W3195032332","https://openalex.org/W3196086373","https://openalex.org/W3196836574","https://openalex.org/W3197879980","https://openalex.org/W3198394695","https://openalex.org/W3198482234","https://openalex.org/W3200228418","https://openalex.org/W3201333051","https://openalex.org/W3201849385","https://openalex.org/W3205562676","https://openalex.org/W3207818847","https://openalex.org/W3210630686","https://openalex.org/W3210709473","https://openalex.org/W4240516607","https://openalex.org/W6744521764","https://openalex.org/W6784304929","https://openalex.org/W6786541336","https://openalex.org/W6797502837","https://openalex.org/W6800563444","https://openalex.org/W6801825488"],"related_works":["https://openalex.org/W2022304901","https://openalex.org/W2018850895","https://openalex.org/W1987483041","https://openalex.org/W2385371209","https://openalex.org/W1973197867","https://openalex.org/W3005969065","https://openalex.org/W4250051149","https://openalex.org/W2083270190","https://openalex.org/W1991437568","https://openalex.org/W4281675222"],"abstract_inverted_index":{"Wildfires":[0],"are":[1],"one":[2],"of":[3,31,40,107,113,180,213,223,235],"the":[4,34,41,105,108,111,114,178,181,236,241],"most":[5],"destructive":[6],"natural":[7],"disasters":[8],"that":[9,151,240],"can":[10,44,56,197],"affect":[11],"our":[12],"environment,":[13],"with":[14,154,210],"significant":[15],"effects":[16],"also":[17],"on":[18,83,88,128,143],"wildlife.":[19],"Recently,":[20],"climate":[21],"change":[22,144],"and":[23,37,73,110,135,166,170,219,228,246,252],"human":[24],"activities":[25],"have":[26,57,81],"resulted":[27],"in":[28,61,92,189],"higher":[29],"frequencies":[30],"wildfires":[32],"throughout":[33],"world.":[35],"Timely":[36],"accurate":[38,95],"detection":[39,145],"burned":[42,63,84,96,115,124,200,206,249],"areas":[43,64,188,201],"help":[45],"to":[46,66,104,172,203],"make":[47],"decisions":[48],"for":[49,123,215,248,254],"their":[50],"management.":[51],"Remote":[52],"sensing":[53,90,157],"satellite":[54],"imagery":[55,91],"a":[58,100,120,148,211,220],"key":[59],"role":[60],"mapping":[62,86,98,126,208],"due":[65,103],"its":[67],"wide":[68],"coverage,":[69],"high-resolution":[70],"data":[71],"collection,":[72],"low":[74],"capture":[75],"times.":[76],"However,":[77],"although":[78],"many":[79],"studies":[80],"reported":[82],"area":[85,97,125,207,250],"based":[87,127,142],"remote":[89,156],"recent":[93],"decades,":[94],"remains":[99],"major":[101],"challenge":[102],"complexity":[106],"background":[109],"diversity":[112],"areas.":[116,256],"This":[117],"paper":[118],"presents":[119],"novel":[121],"framework":[122,140,195],"Deep":[129],"Siamese":[130],"Morphological":[131],"Neural":[132],"Network":[133],"(DSMNN-Net)":[134],"heterogeneous":[136,155],"datasets.":[137,158,232],"The":[138,159,194,233],"DSMNN-Net":[139,242],"is":[141,152,243],"through":[146],"proposing":[147],"pre/post-fire":[149],"method":[150,182],"compatible":[153],"proposed":[160,183],"network":[161],"combines":[162],"multiscale":[163],"convolution":[164],"layers":[165,168],"morphological":[167],"(erosion":[169],"dilation)":[171],"generate":[173],"deep":[174],"features.":[175],"To":[176],"evaluate":[177],"performance":[179,212],"here,":[184],"two":[185,237],"case":[186],"study":[187],"Australian":[190],"forests":[191],"were":[192],"selected.":[193],"used":[196],"better":[198],"detect":[199],"compared":[202],"other":[204],"state-of-the-art":[205],"procedures,":[209],"&gt;98%":[214],"overall":[216],"accuracy":[217],"index,":[218],"kappa":[221],"coefficient":[222],"&gt;0.9,":[224],"using":[225],"multispectral":[226],"Sentinel-2":[227],"hyperspectral":[229],"PRISMA":[230],"image":[231],"analyses":[234],"datasets":[238],"illustrate":[239],"sufficiently":[244],"valid":[245],"robust":[247],"mapping,":[251],"especially":[253],"complex":[255]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":10}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2025-10-10T00:00:00"}
