{"id":"https://openalex.org/W4414008565","doi":"https://doi.org/10.1109/jstars.2025.3606557","title":"MHS-Mamba: A Multihierarchical Semantic Model for UAV Hyperspectral Image Classification","display_name":"MHS-Mamba: A Multihierarchical Semantic Model for UAV Hyperspectral Image Classification","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414008565","doi":"https://doi.org/10.1109/jstars.2025.3606557"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3606557","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3606557","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","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/jstars.2025.3606557","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114220732","display_name":"F. Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fengnian Zhao","raw_affiliation_strings":["Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100776750","display_name":"Zhen Zhang","orcid":"https://orcid.org/0000-0002-2300-7112"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Zhang","raw_affiliation_strings":["Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109686266","display_name":"Lehao Huang","orcid":"https://orcid.org/0009-0008-4239-2088"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lehao Huang","raw_affiliation_strings":["Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016432495","display_name":"Yong Hai","orcid":"https://orcid.org/0000-0002-7206-325X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingming Hai","raw_affiliation_strings":["Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087360244","display_name":"Zhitao Fu","orcid":"https://orcid.org/0000-0002-4150-4104"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhitao Fu","raw_affiliation_strings":["Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088342796","display_name":"Bo\u2010Hui Tang","orcid":"https://orcid.org/0000-0002-1918-5346"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo-Hui Tang","raw_affiliation_strings":["Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5114220732"],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":1.2004,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85459648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"18","issue":null,"first_page":"24617","last_page":"24631"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9825999736785889,"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":0.9825999736785889,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9078999757766724,"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8801504373550415},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7660635113716125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6241210103034973},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5313767790794373},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4993305206298828},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46868351101875305},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4512901306152344}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8801504373550415},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7660635113716125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6241210103034973},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5313767790794373},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4993305206298828},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46868351101875305},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4512901306152344}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2025.3606557","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3606557","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dbb5283a736545d3950fb509e32d4585","is_oa":true,"landing_page_url":"https://doaj.org/article/dbb5283a736545d3950fb509e32d4585","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 18, Pp 24617-24631 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3606557","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3606557","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1411873291","display_name":null,"funder_award_id":"42561060","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3625886042","display_name":null,"funder_award_id":"2024T20220028","funder_id":"https://openalex.org/F4320334991","funder_display_name":"Analysis and Testing Foundation of Kunming University of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334991","display_name":"Analysis and Testing Foundation of Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2006280268","https://openalex.org/W2808098982","https://openalex.org/W2962770389","https://openalex.org/W2967275855","https://openalex.org/W2977002487","https://openalex.org/W3031696400","https://openalex.org/W3111977586","https://openalex.org/W3114720220","https://openalex.org/W3131734816","https://openalex.org/W3213181250","https://openalex.org/W3214821343","https://openalex.org/W4210794570","https://openalex.org/W4220726338","https://openalex.org/W4229077902","https://openalex.org/W4240485910","https://openalex.org/W4296339430","https://openalex.org/W4318586076","https://openalex.org/W4321780008","https://openalex.org/W4362653028","https://openalex.org/W4384341180","https://openalex.org/W4390814879","https://openalex.org/W4390817508","https://openalex.org/W4392979583","https://openalex.org/W4401557909","https://openalex.org/W4402451189","https://openalex.org/W4405778600","https://openalex.org/W4406260720","https://openalex.org/W4407268259","https://openalex.org/W4407566426","https://openalex.org/W4407864576"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2070598848","https://openalex.org/W2019190440","https://openalex.org/W3034864990","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Hyperspectral":[0],"image":[1,106],"(HSI)":[2],"captured":[3],"by":[4,11,174],"unmanned":[5],"aerial":[6],"vehicles":[7],"(UAVs)":[8],"are":[9],"distinguished":[10],"superior":[12],"spatial":[13,48,56],"resolution":[14,49],"and":[15,28,58,70,83,125,131,142,145,153,169,177,185,201],"intricate":[16],"spectral":[17,59,147],"detail,":[18],"with":[19],"widespread":[20],"applications":[21,197],"in":[22,198],"precise":[23],"environmental":[24],"monitoring,":[25],"agricultural":[26,152],"management,":[27],"biotic":[29],"stress":[30],"detection.":[31],"The":[32,108,205],"classification":[33,64,95],"of":[34,40,74,80,166,187],"UAV-acquired":[35],"HSIs":[36],"constitutes":[37],"the":[38,46,114,132,160,183,188],"cornerstone":[39],"these":[41,52,88],"sophisticated":[42],"monitoring":[43],"endeavors.":[44],"However,":[45],"ultra-high":[47],"inherent":[50],"to":[51,77],"images":[53],"engenders":[54],"considerable":[55],"heterogeneity":[57],"variability.":[60],"Existing":[61],"deep":[62],"learning":[63],"methods":[65],"overlook":[66],"multi-level":[67],"semantic":[68,126],"features":[69,127],"global":[71],"contextual":[72],"information":[73],"images,":[75],"leading":[76],"significant":[78],"issues":[79],"salt-and-pepper":[81],"noise":[82],"recurrent":[84],"misclassifications.":[85],"To":[86],"address":[87],"challenges,":[89],"this":[90],"paper":[91],"proposes":[92],"a":[93],"novel":[94],"framework,":[96],"Multi-Hierarchical":[97,115],"Semantics":[98,116],"Mamba":[99,135],"(MHS-Mamba),":[100],"tailored":[101],"specifically":[102],"for":[103,195],"UAV-based":[104],"hyperspectral":[105],"classification.":[107],"framework":[109],"integrates":[110],"two":[111],"innovative":[112],"components:":[113],"Spectral-Spatial":[117],"Network":[118],"(MHS-SSNet),":[119],"which":[120,139,191],"adeptly":[121],"extracts":[122],"spatial,":[123],"spectral,":[124],"from":[128],"UAV-derived":[129],"HSIs,":[130],"Linear":[133],"Spectral":[134],"(LS":[136],"Mamba)":[137],"module,":[138],"effectively":[140],"models":[141],"amalgamates":[143],"short-":[144],"long-range":[146],"dependencies.":[148],"Experimental":[149],"results":[150,181],"on":[151],"coastal":[154],"urban":[155],"scene":[156],"datasets":[157],"demonstrate":[158],"that":[159],"proposed":[161,189],"method":[162],"achieves":[163],"overall":[164],"accuracies":[165],"96.58%,":[167],"96.98%,":[168],"95.47%,":[170],"outperforming":[171],"state-of-the-art":[172],"approaches":[173],"1.99%,":[175],"3.22%,":[176],"3.82%,":[178],"respectively.":[179],"These":[180],"highlight":[182],"robustness":[184],"generalizability":[186],"method,":[190],"holds":[192],"strong":[193],"potential":[194],"practical":[196],"precision":[199],"agriculture":[200],"fine-scale":[202],"land-cover":[203],"monitoring.":[204],"source":[206],"code":[207],"is":[208],"released":[209],"at":[210],"https://github.com/KustAIRS/JSTARS-MHS-Mamba.":[211]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
