{"id":"https://openalex.org/W4417439106","doi":"https://doi.org/10.1109/tce.2025.3645064","title":"HFMamba: An Advanced Coastal Paradigm for Hyperspectral Image Analysis in Consumer-Driven Agricultural Remote Sensing","display_name":"HFMamba: An Advanced Coastal Paradigm for Hyperspectral Image Analysis in Consumer-Driven Agricultural Remote Sensing","publication_year":2025,"publication_date":"2025-12-17","ids":{"openalex":"https://openalex.org/W4417439106","doi":"https://doi.org/10.1109/tce.2025.3645064"},"language":null,"primary_location":{"id":"doi:10.1109/tce.2025.3645064","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3645064","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Consumer Electronics","raw_type":"journal-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/A5073348673","display_name":"Dekai Li","orcid":"https://orcid.org/0000-0003-3126-9339"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dekai Li","raw_affiliation_strings":["School of Information and Communication Engineering, Hainan University, Haikou, China","School of Information and Communication Engineering, Hainan University, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061187994","display_name":"Uzair Aslam Bhatti","orcid":"https://orcid.org/0000-0002-8743-2783"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Uzair Aslam Bhatti","raw_affiliation_strings":["School of Information and Communication Engineering, Hainan University, Haikou, China","School of Information and Communication Engineering, Hainan University, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011132245","display_name":"Mengxing Huang","orcid":"https://orcid.org/0000-0002-5709-703X"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengxing Huang","raw_affiliation_strings":["School of Information and Communication Engineering, Hainan University, Haikou, China","School of Information and Communication Engineering, Hainan University, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101590603","display_name":"Junfeng Zhang","orcid":"https://orcid.org/0000-0001-9792-8232"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfeng Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, Hainan University, Haikou, China","School of Information and Communication Engineering, Hainan University, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068752835","display_name":"Mohammad Shabaz","orcid":"https://orcid.org/0000-0001-5106-7609"},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mohammad Shabaz","raw_affiliation_strings":["Marwadi University Research Center, Department of Computer Engineering, Faculty of Engineering and Technology, Marwadi University, Rajkot, Gujarat, India","Department of Computer Engineering, Faculty of Engineering and Technology, Marwadi University Research Center, Marwadi University, Rajkot, Gujarat, India"],"affiliations":[{"raw_affiliation_string":"Marwadi University Research Center, Department of Computer Engineering, Faculty of Engineering and Technology, Marwadi University, Rajkot, Gujarat, India","institution_ids":["https://openalex.org/I3132999081"]},{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering and Technology, Marwadi University Research Center, Marwadi University, Rajkot, Gujarat, India","institution_ids":["https://openalex.org/I3132999081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035987641","display_name":"Leila Jamel","orcid":"https://orcid.org/0000-0002-6664-5923"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Leila Jamel","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030044707","display_name":"Shulei Wu","orcid":"https://orcid.org/0000-0002-3884-3738"},"institutions":[{"id":"https://openalex.org/I152033890","display_name":"Hainan Normal University","ror":"https://ror.org/031dhcv14","country_code":"CN","type":"education","lineage":["https://openalex.org/I152033890"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shulei Wu","raw_affiliation_strings":["School of Information Science and Technology, Hainan Normal University, Haikou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Hainan Normal University, Haikou, China","institution_ids":["https://openalex.org/I152033890"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5073348673"],"corresponding_institution_ids":["https://openalex.org/I20942203"],"apc_list":null,"apc_paid":null,"fwci":1.1372,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86093313,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"72","issue":"1","first_page":"1504","last_page":"1513"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.628000020980835,"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":0.628000020980835,"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":0.31610000133514404,"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"}},{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.014299999922513962,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.9132999777793884},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"Precision agriculture","score":0.5593000054359436},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5493000149726868},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.48910000920295715},{"id":"https://openalex.org/keywords/remote-sensing-application","display_name":"Remote sensing application","score":0.4154999852180481},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.38530001044273376},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.3736000061035156},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36340001225471497},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.35339999198913574},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3515999913215637}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9132999777793884},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7893000245094299},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6657999753952026},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.5593000054359436},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5493000149726868},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.48910000920295715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4323999881744385},{"id":"https://openalex.org/C183365957","wikidata":"https://www.wikidata.org/wiki/Q17140402","display_name":"Remote sensing application","level":3,"score":0.4154999852180481},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3977999985218048},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.38530001044273376},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.3736000061035156},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36340001225471497},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.35339999198913574},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.352400004863739},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3515999913215637},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.33570000529289246},{"id":"https://openalex.org/C176641082","wikidata":"https://www.wikidata.org/wiki/Q2446767","display_name":"Spectral signature","level":2,"score":0.3353999853134155},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.334199994802475},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C163864269","wikidata":"https://www.wikidata.org/wiki/Q1107106","display_name":"Cohen's kappa","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3262999951839447},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.3215999901294708},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.3140000104904175},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.31049999594688416},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.30809998512268066},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.30480000376701355},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3028999865055084},{"id":"https://openalex.org/C78660771","wikidata":"https://www.wikidata.org/wiki/Q5508206","display_name":"Full spectral imaging","level":3,"score":0.29809999465942383},{"id":"https://openalex.org/C114700698","wikidata":"https://www.wikidata.org/wiki/Q2882278","display_name":"Spectral bands","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C177860922","wikidata":"https://www.wikidata.org/wiki/Q788608","display_name":"Decorrelation","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C94747663","wikidata":"https://www.wikidata.org/wiki/Q7574086","display_name":"Spatial variability","level":2,"score":0.25679999589920044}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2025.3645064","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3645064","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1521436688","https://openalex.org/W2066334462","https://openalex.org/W2136251662","https://openalex.org/W2531409750","https://openalex.org/W2572303978","https://openalex.org/W2768149277","https://openalex.org/W2899003677","https://openalex.org/W2942454403","https://openalex.org/W2950185713","https://openalex.org/W2963840672","https://openalex.org/W3043181422","https://openalex.org/W3075397214","https://openalex.org/W3088464175","https://openalex.org/W3128776197","https://openalex.org/W3143075161","https://openalex.org/W3199303234","https://openalex.org/W3207005322","https://openalex.org/W3214821343","https://openalex.org/W4210794570","https://openalex.org/W4213019189","https://openalex.org/W4285124290","https://openalex.org/W4377101066","https://openalex.org/W4391467954","https://openalex.org/W4400279352","https://openalex.org/W4400810737","https://openalex.org/W4402979521","https://openalex.org/W4403511252","https://openalex.org/W4404914826","https://openalex.org/W4405895814","https://openalex.org/W4406521773","https://openalex.org/W4406523797","https://openalex.org/W4407268259","https://openalex.org/W4407691156","https://openalex.org/W4411086672","https://openalex.org/W4414404693"],"related_works":[],"abstract_inverted_index":{"Hyperspectral":[0],"image":[1],"(HSI)":[2],"classification":[3],"plays":[4],"a":[5,137],"vital":[6],"role":[7],"in":[8,14,47,107,123],"advancing":[9],"consumer-driven":[10,150],"precision":[11,151],"agriculture,":[12],"particularly":[13],"complex":[15],"coastal":[16,38,73,109,143],"environments":[17],"where":[18],"spectral":[19,92],"variability,":[20],"salinity":[21],"influence,":[22],"and":[23,43,64,81,99,104,130,139,153],"heterogeneous":[24,108],"land\u2013sea":[25],"interactions":[26],"pose":[27],"significant":[28,147],"analytical":[29],"challenges.":[30],"This":[31,134],"study":[32],"introduces":[33],"HyperFusionMamba":[34],"(HFMamba),":[35],"an":[36],"advanced":[37],"paradigm":[39,135],"designed":[40],"for":[41,142,149],"robust":[42],"efficient":[44],"HSI":[45,115],"analysis":[46],"agricultural":[48],"remote":[49],"sensing.":[50],"The":[51],"proposed":[52],"model":[53],"integrates":[54],"ScopeAttenConvolution":[55],"(SAC),":[56],"Lightweight":[57],"Mixture":[58],"of":[59],"Experts":[60],"(LMoE),":[61],"SpatialNormAttention":[62],"(SNA),":[63],"residual":[65],"connections":[66],"to":[67,84],"achieve":[68],"adaptive":[69],"spectral\u2013spatial":[70],"fusion":[71],"under":[72],"conditions.":[74],"Specifically,":[75],"SAC":[76],"employs":[77],"multi-scale":[78],"dilated":[79],"convolutions":[80],"channel":[82],"attention":[83],"capture":[85],"detailed":[86],"spatial":[87,102],"structures,":[88],"LMoE":[89],"enhances":[90],"high-dimensional":[91],"feature":[93],"learning":[94],"through":[95],"specialized":[96],"expert":[97],"kernels,":[98],"SNA":[100],"strengthens":[101],"coherence":[103],"key-region":[105],"representation":[106],"scenes.":[110],"Experimental":[111],"results":[112],"on":[113],"benchmark":[114],"datasets":[116],"demonstrate":[117],"that":[118],"HFMamba":[119],"surpasses":[120],"state-of-the-art":[121],"models":[122],"Overall":[124],"Accuracy":[125,128],"(OA),":[126],"Average":[127],"(AA),":[129],"Kappa":[131],"coefficient":[132],"(\u03ba).":[133],"establishes":[136],"scalable":[138],"intelligent":[140],"framework":[141],"hyperspectral":[144],"analysis,":[145],"offering":[146],"potential":[148],"agriculture":[152],"environmental":[154],"observation.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-12-17T00:00:00"}