{"id":"https://openalex.org/W4391942807","doi":"https://doi.org/10.1109/whispers61460.2023.10431298","title":"Hybrid Spectral-Spatial Convolutional Network and Transformer with Mixup Regularization for Hyperspectral Image Classification","display_name":"Hybrid Spectral-Spatial Convolutional Network and Transformer with Mixup Regularization for Hyperspectral Image Classification","publication_year":2023,"publication_date":"2023-10-31","ids":{"openalex":"https://openalex.org/W4391942807","doi":"https://doi.org/10.1109/whispers61460.2023.10431298"},"language":"en","primary_location":{"id":"doi:10.1109/whispers61460.2023.10431298","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/whispers61460.2023.10431298","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5042109027","display_name":"Boao Qin","orcid":null},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boao Qin","raw_affiliation_strings":["Harbin Engineering University,College of Information and Communication Engineering,Harbin","College of Information and Communication Engineering, Harbin Engineering University, Harbin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,College of Information and Communication Engineering,Harbin","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101771199","display_name":"Chunhui Zhao","orcid":"https://orcid.org/0000-0001-6756-4394"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhui Zhao","raw_affiliation_strings":["Harbin Engineering University,College of Information and Communication Engineering,Harbin","College of Information and Communication Engineering, Harbin Engineering University, Harbin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,College of Information and Communication Engineering,Harbin","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072245508","display_name":"Shou Feng","orcid":"https://orcid.org/0000-0002-7308-9590"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shou Feng","raw_affiliation_strings":["Harbin Engineering University,College of Information and Communication Engineering,Harbin","College of Information and Communication Engineering, Harbin Engineering University, Harbin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,College of Information and Communication Engineering,Harbin","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114147528","display_name":"Maoyang Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maoyang Chen","raw_affiliation_strings":["Harbin Engineering University,College of Information and Communication Engineering,Harbin","College of Information and Communication Engineering, Harbin Engineering University, Harbin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,College of Information and Communication Engineering,Harbin","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101439334","display_name":"Hongzhe Zhang","orcid":"https://orcid.org/0000-0003-4910-0689"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongzhe Zhang","raw_affiliation_strings":["Harbin Engineering University,College of Information and Communication Engineering,Harbin","College of Information and Communication Engineering, Harbin Engineering University, Harbin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,College of Information and Communication Engineering,Harbin","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006601447","display_name":"Bobo Xi","orcid":"https://orcid.org/0000-0002-0309-1556"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bobo Xi","raw_affiliation_strings":["Xidian University,School of Telecommunications Engineering,Xi’an"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,School of Telecommunications Engineering,Xi’an","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4226,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65279794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998999834060669,"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":0.9998999834060669,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9948999881744385,"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":0.994700014591217,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8526018857955933},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6690730452537537},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5520173907279968},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5507213473320007},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5463535785675049},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.49443554878234863},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4875752329826355},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.25544434785842896}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8526018857955933},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6690730452537537},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5520173907279968},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5507213473320007},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5463535785675049},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.49443554878234863},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4875752329826355},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.25544434785842896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/whispers61460.2023.10431298","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/whispers61460.2023.10431298","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326981","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2764276316","https://openalex.org/W2808098982","https://openalex.org/W2887785636","https://openalex.org/W2914331134","https://openalex.org/W3105357426","https://openalex.org/W3119622049","https://openalex.org/W3125860323","https://openalex.org/W3176602994","https://openalex.org/W3193242948","https://openalex.org/W4210628037","https://openalex.org/W4210794570","https://openalex.org/W4220841454","https://openalex.org/W4220894989","https://openalex.org/W4285214186","https://openalex.org/W4288054357","https://openalex.org/W4312513332","https://openalex.org/W4382203304","https://openalex.org/W6745136726"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W2911497689","https://openalex.org/W2952813363","https://openalex.org/W4360783045","https://openalex.org/W2963346891","https://openalex.org/W2770149305","https://openalex.org/W3167930666","https://openalex.org/W3014952856","https://openalex.org/W3010730661","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Existing":[0],"deep":[1],"learning-based":[2],"models":[3],"for":[4,67],"hyperspectral":[5,68],"image":[6,69],"classification":[7],"(HSIC)":[8],"may":[9],"be":[10],"suboptimal":[11],"in":[12],"the":[13,16,19,30,38,41,44,90,106,109,114,118,125,130,137,149],"utilization":[14],"and":[15,21,24,34,61,79,82,94],"balance":[17,89],"between":[18,92],"spatial":[20,80,95],"spectral":[22,78,93],"information,":[23],"they":[25],"pay":[26],"more":[27],"attention":[28],"to":[29,76,87,104,132],"design":[31],"of":[32,40,108,117,151],"architecture":[33,75],"modules":[35],"but":[36],"ignore":[37],"generalization":[39,115],"model":[42,119,131],"on":[43,57,124,136,144],"data":[45,127],"with":[46],"slight":[47],"distribution":[48],"shift.":[49],"In":[50],"this":[51],"paper,":[52],"a":[53,73,84,100],"novel":[54],"framework":[55],"based":[56],"spectral-spatial":[58],"convolutional":[59],"Transformer":[60],"Mixup":[62],"regularization":[63,103],"(SSCT-M)":[64],"is":[65],"proposed":[66,153],"classification.":[70],"SSCT-M":[71,98],"designs":[72],"dual-branch":[74],"extract":[77],"features":[81],"adopts":[83,99],"Transformer-based":[85],"network":[86],"adaptively":[88],"contribution":[91],"pipelines.":[96],"Then,":[97],"two-stage":[101],"mixup":[102],"supervise":[105],"learning":[107,121],"model,":[110],"which":[111],"can":[112],"boost":[113],"performance":[116],"by":[120],"convex":[122],"combinations":[123],"labeled":[126],"while":[128],"encouraging":[129],"make":[133],"consistent":[134],"predictions":[135],"perturbed":[138],"unsupervised":[139],"data.":[140],"Extensive":[141],"experimental":[142],"results":[143],"two":[145],"HSI":[146],"benchmarks":[147],"demonstrate":[148],"effectiveness":[150],"our":[152],"framework.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}