{"id":"https://openalex.org/W4385977948","doi":"https://doi.org/10.3390/rs15164078","title":"Random Shuffling Data for Hyperspectral Image Classification with Siamese and Knowledge Distillation Network","display_name":"Random Shuffling Data for Hyperspectral Image Classification with Siamese and Knowledge Distillation Network","publication_year":2023,"publication_date":"2023-08-18","ids":{"openalex":"https://openalex.org/W4385977948","doi":"https://doi.org/10.3390/rs15164078"},"language":"en","primary_location":{"id":"doi:10.3390/rs15164078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15164078","pdf_url":"https://www.mdpi.com/2072-4292/15/16/4078/pdf?version=1692363360","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/2072-4292/15/16/4078/pdf?version=1692363360","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101558778","display_name":"Zhen Yang","orcid":"https://orcid.org/0000-0003-2487-1305"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Yang","raw_affiliation_strings":["Key Laboratory of System Control and Information Processing, Ministry of Education, Shanghai 200240, China","The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of System Control and Information Processing, Ministry of Education, Shanghai 200240, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China","institution_ids":["https://openalex.org/I41317344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101873046","display_name":"Ying Cao","orcid":"https://orcid.org/0000-0002-9901-1038"},"institutions":[{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Cao","raw_affiliation_strings":["The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China","institution_ids":["https://openalex.org/I41317344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007633349","display_name":"Xin Zhou","orcid":"https://orcid.org/0000-0001-5405-9890"},"institutions":[{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Zhou","raw_affiliation_strings":["The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China"],"raw_orcid":"https://orcid.org/0000-0001-5405-9890","affiliations":[{"raw_affiliation_string":"The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China","institution_ids":["https://openalex.org/I41317344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025360329","display_name":"Junya Liu","orcid":"https://orcid.org/0000-0002-6957-8607"},"institutions":[{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junya Liu","raw_affiliation_strings":["The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Information and Electromechanical Engineering, Jiangxi Science and Technology Normal University, Nanchang 330013, China","institution_ids":["https://openalex.org/I41317344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375832","display_name":"Tao Zhang","orcid":"https://orcid.org/0000-0002-7192-5153"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhang","raw_affiliation_strings":["Shanghai Key Laboratory of Intelligent Sensing and Recognition, Shanghai Jiao Tong University, Shanghai 200240, China"],"raw_orcid":"https://orcid.org/0000-0002-7192-5153","affiliations":[{"raw_affiliation_string":"Shanghai Key Laboratory of Intelligent Sensing and Recognition, Shanghai Jiao Tong University, Shanghai 200240, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064423286","display_name":"Jinsheng Ji","orcid":"https://orcid.org/0000-0002-5360-919X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jinsheng Ji","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore 639798, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore 639798, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007633349"],"corresponding_institution_ids":["https://openalex.org/I41317344"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.5751,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7055972,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"15","issue":"16","first_page":"4078","last_page":"4078"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":1.0,"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":1.0,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9919000267982483,"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"}},{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9455000162124634,"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/shuffling","display_name":"Shuffling","score":0.862968921661377},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.858890175819397},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7325460314750671},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6436867713928223},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6305669546127319},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5772256255149841},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4784291386604309},{"id":"https://openalex.org/keywords/homogeneity","display_name":"Homogeneity (statistics)","score":0.4215506613254547},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2595134377479553}],"concepts":[{"id":"https://openalex.org/C167927819","wikidata":"https://www.wikidata.org/wiki/Q1930567","display_name":"Shuffling","level":2,"score":0.862968921661377},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.858890175819397},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7325460314750671},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6436867713928223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6305669546127319},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5772256255149841},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4784291386604309},{"id":"https://openalex.org/C142259097","wikidata":"https://www.wikidata.org/wiki/Q5891314","display_name":"Homogeneity (statistics)","level":2,"score":0.4215506613254547},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2595134377479553},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs15164078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15164078","pdf_url":"https://www.mdpi.com/2072-4292/15/16/4078/pdf?version=1692363360","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:doaj.org/article:106dcbff970e4ff89be7b43bd47a9e46","is_oa":true,"landing_page_url":"https://doaj.org/article/106dcbff970e4ff89be7b43bd47a9e46","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 15, Iss 16, p 4078 (2023)","raw_type":"article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/171662","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/171662","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":null,"raw_type":"Journal Article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/16/4078/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15164078","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 15; Issue 16; Pages: 4078","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15164078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15164078","pdf_url":"https://www.mdpi.com/2072-4292/15/16/4078/pdf?version=1692363360","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":[],"awards":[{"id":"https://openalex.org/G4369136229","display_name":null,"funder_award_id":"62003251","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5747709536","display_name":null,"funder_award_id":"62201343","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5913029528","display_name":null,"funder_award_id":"Scip202106","funder_id":"https://openalex.org/F4320335669","funder_display_name":"Key Laboratory of System Control and Information Processing"},{"id":"https://openalex.org/G7224411499","display_name":null,"funder_award_id":"62261026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G783707136","display_name":null,"funder_award_id":"62262026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8972260538","display_name":null,"funder_award_id":"SKLNLBS2023001","funder_id":"https://openalex.org/F4320325552","funder_display_name":"Shanghai Key Laboratory of Navigation and Location Based Services"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325552","display_name":"Shanghai Key Laboratory of Navigation and Location Based Services","ror":null},{"id":"https://openalex.org/F4320335669","display_name":"Key Laboratory of System Control and Information Processing","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385977948.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2029316659","https://openalex.org/W2745252301","https://openalex.org/W2764276316","https://openalex.org/W2822065499","https://openalex.org/W2888119354","https://openalex.org/W2914331134","https://openalex.org/W2920405132","https://openalex.org/W2989871747","https://openalex.org/W2992027343","https://openalex.org/W2996171616","https://openalex.org/W3031015423","https://openalex.org/W3046476394","https://openalex.org/W3066454894","https://openalex.org/W3107591966","https://openalex.org/W3128776197","https://openalex.org/W3145183637","https://openalex.org/W3186756805","https://openalex.org/W3202748052","https://openalex.org/W3214821343","https://openalex.org/W4214711995","https://openalex.org/W4285258250","https://openalex.org/W4312307335","https://openalex.org/W4312636650","https://openalex.org/W4312743284","https://openalex.org/W4312896090","https://openalex.org/W4360996668","https://openalex.org/W6792616607","https://openalex.org/W6801759038","https://openalex.org/W6809333099","https://openalex.org/W6848502776"],"related_works":["https://openalex.org/W4213239787","https://openalex.org/W4377131110","https://openalex.org/W2045745654","https://openalex.org/W2114337652","https://openalex.org/W4388857216","https://openalex.org/W2046590706","https://openalex.org/W4390419005","https://openalex.org/W2949444602","https://openalex.org/W1587991081","https://openalex.org/W2386184744"],"abstract_inverted_index":{"Hyperspectral":[0],"images":[1],"(HSIs)":[2],"are":[3,44],"characterized":[4],"by":[5,24,133,148],"hundreds":[6],"of":[7,12,63,84,233],"spectral":[8],"bands.":[9],"The":[10,129,200],"goal":[11],"HSI":[13,71,251],"is":[14,89,140,186,208,219],"to":[15,32,47,79,98,101,116],"associate":[16],"the":[17,29,49,55,61,67,81,85,92,95,120,125,136,144,152,166,176,189,197,205,212,231,238,254,264],"pixel":[18],"with":[19,143],"a":[20,75,103,114,159],"corresponding":[21],"category":[22],"label":[23],"analyzing":[25],"subtle":[26],"differences":[27],"in":[28,70,135,151,196],"spectrum.":[30],"Due":[31],"their":[33],"excellent":[34],"local":[35,247],"context":[36],"modeling":[37],"capabilities,":[38],"Convolutional":[39],"Neural":[40],"Network":[41,171],"(CNN)-based":[42],"methods":[43,58,242],"often":[45],"adopted":[46],"complete":[48],"classification":[50,162,177,194],"task.":[51],"To":[52],"verify":[53],"whether":[54],"patch-data-based":[56,240],"CNN":[57,241],"depend":[59],"on":[60,107,119,165,179,224],"homogeneity":[62,83],"patch":[64,86,138,154],"data":[65,82,139,236],"during":[66],"training":[68],"process":[69],"classification,":[72,252],"we":[73,112,157],"designed":[74],"random":[76,109],"shuffling":[77,110,235],"strategy":[78],"disrupt":[80],"data,":[87],"which":[88,215],"randomly":[90,180,234],"assigning":[91],"pixels":[93],"from":[94],"original":[96,153,190,198,213],"dataset":[97,122],"other":[99],"positions":[100],"form":[102],"new":[104,137,160],"dataset.":[105,199],"Based":[106],"this":[108,260],"strategy,":[111],"propose":[113],"sub-branch":[115,150,256],"extract":[117,244],"features":[118],"reconstructed":[121],"and":[123,168,221,262],"fuse":[124],"loss":[126,130,145],"rates":[127],"(RFL).":[128],"rate":[131],"calculated":[132,147],"RFL":[134,185,218,257],"cross":[141],"combined":[142],"value":[146],"another":[149],"data.":[155,182],"Moreover,":[156],"construct":[158],"hyperspectral":[161,193],"network":[163],"based":[164],"Siamese":[167],"Knowledge":[169],"Distillation":[170],"(SKDN)":[172],"that":[173,204,217],"can":[174,258],"improve":[175,263],"accuracy":[178],"shuffled":[181],"In":[183],"addition,":[184],"introduced":[187],"into":[188],"model":[191,207],"for":[192,250],"tasks":[195],"experimental":[201],"results":[202],"show":[203,228],"improved":[206],"also":[209],"better":[210],"than":[211],"model,":[214],"indicates":[216],"effective":[220],"feasible.":[222],"Experiments":[223],"four":[225],"real-world":[226],"datasets":[227],"that,":[229],"as":[230],"proportion":[232],"increases,":[237],"latest":[239],"cannot":[243],"more":[245],"abundant":[246],"contextual":[248],"information":[249],"while":[253],"proposed":[255],"alleviate":[259],"problem":[261],"network\u2019s":[265],"recognition":[266],"ability.":[267]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
