{"id":"https://openalex.org/W4400020303","doi":"https://doi.org/10.1109/jstars.2024.3418854","title":"HypsLiDNet: 3-D\u20132-D CNN Model and Spatial\u2013Spectral Morphological Attention for Crop Classification With DESIS and LiDAR Data","display_name":"HypsLiDNet: 3-D\u20132-D CNN Model and Spatial\u2013Spectral Morphological Attention for Crop Classification With DESIS and LiDAR Data","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400020303","doi":"https://doi.org/10.1109/jstars.2024.3418854"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3418854","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3418854","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.2024.3418854","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091370166","display_name":"Nizom Farmonov","orcid":"https://orcid.org/0000-0002-2491-9340"},"institutions":[{"id":"https://openalex.org/I227486990","display_name":"University of Szeged","ror":"https://ror.org/01pnej532","country_code":"HU","type":"education","lineage":["https://openalex.org/I227486990"]}],"countries":["HU"],"is_corresponding":true,"raw_author_name":"Nizom Farmonov","raw_affiliation_strings":["Department of Geoinformatics, Physical and Environmental Geography, University of Szeged, Szeged, Hungary"],"affiliations":[{"raw_affiliation_string":"Department of Geoinformatics, Physical and Environmental Geography, University of Szeged, Szeged, Hungary","institution_ids":["https://openalex.org/I227486990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101416517","display_name":"Mohammad Esmaeili","orcid":"https://orcid.org/0000-0003-3026-6910"},"institutions":[{"id":"https://openalex.org/I115566878","display_name":"Shahid Bahonar University of Kerman","ror":"https://ror.org/04zn42r77","country_code":"IR","type":"education","lineage":["https://openalex.org/I115566878"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"M. Esmaeili","raw_affiliation_strings":["Electrical Engineering Department, Shahid Bahonar University of Kerman, Kerman, Iran"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Shahid Bahonar University of Kerman, Kerman, Iran","institution_ids":["https://openalex.org/I115566878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007105503","display_name":"Dariush Abbasi\u2010Moghadam","orcid":"https://orcid.org/0000-0003-2228-0595"},"institutions":[{"id":"https://openalex.org/I115566878","display_name":"Shahid Bahonar University of Kerman","ror":"https://ror.org/04zn42r77","country_code":"IR","type":"education","lineage":["https://openalex.org/I115566878"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Dariush Abbasi-Moghadam","raw_affiliation_strings":["Electrical Engineering Department, Shahid Bahonar University of Kerman, Kerman, Iran"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Shahid Bahonar University of Kerman, Kerman, Iran","institution_ids":["https://openalex.org/I115566878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089848354","display_name":"Alireza Sharifi","orcid":"https://orcid.org/0000-0001-7110-7516"},"institutions":[{"id":"https://openalex.org/I83123760","display_name":"Shahid Rajaee Teacher Training University","ror":"https://ror.org/02nkz4493","country_code":"IR","type":"education","lineage":["https://openalex.org/I83123760"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Alireza Sharifi","raw_affiliation_strings":["Department of Surveying Engineering, Faculty of Civil Engineering, Shahid Rajaee Teacher Training University, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Surveying Engineering, Faculty of Civil Engineering, Shahid Rajaee Teacher Training University, Tehran, Iran","institution_ids":["https://openalex.org/I83123760"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022648947","display_name":"Khilola Amankulova","orcid":"https://orcid.org/0000-0001-6562-5616"},"institutions":[{"id":"https://openalex.org/I227486990","display_name":"University of Szeged","ror":"https://ror.org/01pnej532","country_code":"HU","type":"education","lineage":["https://openalex.org/I227486990"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Khilola Amankulova","raw_affiliation_strings":["Department of Geoinformatics, Physical and Environmental Geography, University of Szeged, Szeged, Hungary"],"affiliations":[{"raw_affiliation_string":"Department of Geoinformatics, Physical and Environmental Geography, University of Szeged, Szeged, Hungary","institution_ids":["https://openalex.org/I227486990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002103800","display_name":"L\u00e1szl\u00f3 Mucsi","orcid":"https://orcid.org/0000-0002-5807-3742"},"institutions":[{"id":"https://openalex.org/I227486990","display_name":"University of Szeged","ror":"https://ror.org/01pnej532","country_code":"HU","type":"education","lineage":["https://openalex.org/I227486990"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"L\u00e1szl\u00f3 Mucsi","raw_affiliation_strings":["Department of Geoinformatics, Physical and Environmental Geography, University of Szeged, Szeged, Hungary"],"affiliations":[{"raw_affiliation_string":"Department of Geoinformatics, Physical and Environmental Geography, University of Szeged, Szeged, Hungary","institution_ids":["https://openalex.org/I227486990"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091370166"],"corresponding_institution_ids":["https://openalex.org/I227486990"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":17.1317,"has_fulltext":false,"cited_by_count":84,"citation_normalized_percentile":{"value":0.99773299,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"17","issue":null,"first_page":"11969","last_page":"11996"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9592000246047974,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9592000246047974,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10616","display_name":"Smart Agriculture and AI","score":0.9458000063896179,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.910099983215332,"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/lidar","display_name":"Lidar","score":0.7698549032211304},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5797907710075378},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5164816379547119},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4952811300754547},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.420136034488678},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.411306232213974},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2655068635940552},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.06870594620704651}],"concepts":[{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.7698549032211304},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5797907710075378},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5164816379547119},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4952811300754547},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.420136034488678},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.411306232213974},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2655068635940552},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.06870594620704651}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jstars.2024.3418854","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3418854","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:publicatio.bibl.u-szeged.hu:35154","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400436","display_name":"SZTE Publicatio Repozit\u00f3rium (University of Szeged)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I227486990","host_organization_name":"University of Szeged","host_organization_lineage":["https://openalex.org/I227486990"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:25bd4e1810a047a3833124f44ec3f944","is_oa":true,"landing_page_url":"https://doaj.org/article/25bd4e1810a047a3833124f44ec3f944","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 17, Pp 11969-11996 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3418854","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3418854","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":[{"display_name":"Zero hunger","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4319317934","https://openalex.org/W2901265155","https://openalex.org/W2956374172","https://openalex.org/W2351984678","https://openalex.org/W2140032575","https://openalex.org/W2011860471","https://openalex.org/W2012196540","https://openalex.org/W3011451421","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"The":[0,175],"advent":[1],"of":[2,71,107,128,195,204,220],"cloud":[3],"computing":[4],"and":[5,61,132,191,222,243],"advanced":[6],"processing":[7],"technologies":[8],"has":[9],"elevated":[10],"deep":[11],"learning":[12,237],"(DL)":[13],"as":[14,170],"a":[15,40,92,201,228],"leading":[16],"method":[17,117,199],"for":[18,28,46,165],"hyperspectral":[19],"imaging":[20],"(HSI)":[21],"classification.":[22],"Classifying":[23],"crops":[24],"accurately":[25],"is":[26,80,162],"vital":[27],"generating":[29],"precise":[30],"agricultural":[31],"data":[32,64,123,141,153],"to":[33,67,82,99,124,211],"support":[34],"informed":[35],"decision-making.":[36],"This":[37,50,161],"study":[38],"introduces":[39],"DL":[41,245],"framework,":[42],"called":[43],"HypsLiDNet,":[44],"tailored":[45],"remote":[47],"sensing":[48],"activities.":[49],"model":[51],"processes":[52],"HSI":[53,79,140,221],"in":[54,103,159,231],"conjunction":[55],"with":[56,78,109,139,213],"innovative,":[57],"comprehensive":[58],"light":[59],"detection":[60],"ranging":[62],"(LiDAR)":[63],"from":[65,151],"Hungary":[66],"conduct":[68],"thorough":[69],"examinations":[70],"the":[72,104,129,156,180,193,217],"Earth's":[73],"surface.":[74],"Integrating":[75],"LiDAR":[76,89,122,223],"attributes":[77],"anticipated":[81],"enhance":[83],"classification":[84,232],"accuracy":[85,158],"beyond":[86],"HSI-only":[87],"techniques.":[88],"integration":[90],"provides":[91],"significant":[93,229],"advantage":[94],"by":[95,215,239,247],"adding":[96],"structural":[97],"details":[98],"spectral":[100,111],"data,":[101],"aiding":[102],"correct":[105],"identification":[106],"objects":[108],"similar":[110],"characteristics":[112],"but":[113],"different":[114],"shapes.The":[115],"HypsLiDNet":[116,207],"utilizes":[118],"morphological":[119],"operations":[120],"on":[121],"extract":[125],"features":[126,135,150],"indicative":[127],"land's":[130],"shape":[131],"texture.":[133],"These":[134],"are":[136],"then":[137],"combined":[138,218],"through":[142],"an":[143],"attention":[144,176],"mechanism":[145,177],"that":[146],"selectively":[147],"highlights":[148],"key":[149],"both":[152],"types,":[154],"improving":[155],"model's":[157],"predictions.":[160],"particularly":[163],"beneficial":[164],"complex":[166],"environmental":[167],"assessments,":[168],"such":[169],"distinguishing":[171],"between":[172],"plant":[173],"species.":[174],"also":[178],"refines":[179],"feature":[181],"selection":[182],"process,":[183],"prioritizing":[184],"relevant":[185],"information,":[186],"which":[187],"boosts":[188],"computational":[189],"efficiency":[190],"reduces":[192],"use":[194],"resources.":[196],"Moreover,":[197],"this":[198],"requires":[200],"smaller":[202],"number":[203],"training":[205],"samples.":[206],"showcases":[208],"its":[209],"ability":[210],"classify":[212],"precision":[214],"harnessing":[216],"power":[219],"data.":[224],"Experimental":[225],"results":[226],"show":[227],"improvement":[230],"outcomes,":[233],"outperforming":[234],"traditional":[235],"machine":[236],"approaches":[238],"more":[240],"than":[241],"14%":[242],"recent":[244],"techniques":[246],"approximately":[248],"1%\u20133%.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":72},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2024-06-26T00:00:00"}
