{"id":"https://openalex.org/W4414799004","doi":"https://doi.org/10.1109/tgrs.2025.3617218","title":"SpectralDINO: Dual Mixture-of-Subspaces Low-Rank Adaptation for Cross-Domain Hyperspectral Image Few-Shot Classification","display_name":"SpectralDINO: Dual Mixture-of-Subspaces Low-Rank Adaptation for Cross-Domain Hyperspectral Image Few-Shot Classification","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414799004","doi":"https://doi.org/10.1109/tgrs.2025.3617218"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3617218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3617218","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5051763446","display_name":"B. J. Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baocheng Chen","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":"https://orcid.org/0009-0003-6772-0213","affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100617416","display_name":"Geng Zhang","orcid":"https://orcid.org/0000-0002-5638-6796"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Geng Zhang","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031124985","display_name":"Tieqiao Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tieqiao Chen","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0003-4438-2357","affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377107","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0001-7882-1747"},"institutions":[{"id":"https://openalex.org/I2799299286","display_name":"Singapore National Eye Center","ror":"https://ror.org/029nvrb94","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2799299286"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Meng Wang","raw_affiliation_strings":["Centre for Innovation and Precision Eye Health, the Department of Ophthalmology, and the Yong Loo Lin School of Medicine, National University of Singapore, Queenstown, Singapore","Centre for Innovation and Precision Eye Health Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-7882-1747","affiliations":[{"raw_affiliation_string":"Centre for Innovation and Precision Eye Health, the Department of Ophthalmology, and the Yong Loo Lin School of Medicine, National University of Singapore, Queenstown, Singapore","institution_ids":["https://openalex.org/I2799299286"]},{"raw_affiliation_string":"Centre for Innovation and Precision Eye Health Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I2799299286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101713180","display_name":"Jia Liu","orcid":"https://orcid.org/0000-0001-7232-6235"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Liu","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102592943","display_name":"Yihao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihao Wang","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":"https://orcid.org/0009-0005-6414-346X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000667929","display_name":"Renhao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renhao Zhang","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101467828","display_name":"Siyuan Li","orcid":"https://orcid.org/0000-0002-2354-4233"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyuan Li","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003856741","display_name":"Bingliang Hu","orcid":"https://orcid.org/0000-0003-3216-5013"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingliang Hu","raw_affiliation_strings":["Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0003-3216-5013","affiliations":[{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I4210144662","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4905,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67167902,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9815000295639038,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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":0.9372000098228455},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5848000049591064},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5764999985694885},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5622000098228455},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.48980000615119934},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.46810001134872437},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.42320001125335693},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.39989998936653137}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9372000098228455},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7649999856948853},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6448000073432922},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5848000049591064},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5764999985694885},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5622000098228455},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.48980000615119934},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.46810001134872437},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.42320001125335693},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.39989998936653137},{"id":"https://openalex.org/C114700698","wikidata":"https://www.wikidata.org/wiki/Q2882278","display_name":"Spectral bands","level":2,"score":0.384799987077713},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.37790000438690186},{"id":"https://openalex.org/C78660771","wikidata":"https://www.wikidata.org/wiki/Q5508206","display_name":"Full spectral imaging","level":3,"score":0.37380000948905945},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3700999915599823},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.33640000224113464},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.28859999775886536},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.28299999237060547},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.26910001039505005},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2651999890804291},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3617218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3617218","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2113852225","display_name":null,"funder_award_id":"62075236","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3092371967","display_name":null,"funder_award_id":"Project No. LTO2206","funder_id":"https://openalex.org/F4320338129","funder_display_name":"State Key Laboratory of Tropical Oceanography, South China Sea Institute of Oceanology, Chinese Academy of Sciences"},{"id":"https://openalex.org/G3142821469","display_name":null,"funder_award_id":"42306202","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4632702415","display_name":null,"funder_award_id":"2020397","funder_id":"https://openalex.org/F4320322847","funder_display_name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences"},{"id":"https://openalex.org/G6445724068","display_name":null,"funder_award_id":"62201568","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7010950374","display_name":null,"funder_award_id":"42576184","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7224167551","display_name":null,"funder_award_id":"LTO2206","funder_id":"https://openalex.org/F4320338129","funder_display_name":"State Key Laboratory of Tropical Oceanography, South China Sea Institute of Oceanology, Chinese Academy of Sciences"},{"id":"https://openalex.org/G8536071311","display_name":null,"funder_award_id":"42176182","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322847","display_name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences","ror":"https://ror.org/031141b54"},{"id":"https://openalex.org/F4320328015","display_name":"West Light Foundation of the Chinese Academy of Sciences","ror":null},{"id":"https://openalex.org/F4320338129","display_name":"State Key Laboratory of Tropical Oceanography, South China Sea Institute of Oceanology, Chinese Academy of Sciences","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2572303978","https://openalex.org/W2719511702","https://openalex.org/W2764276316","https://openalex.org/W2898204262","https://openalex.org/W2922088567","https://openalex.org/W2962679318","https://openalex.org/W2983650375","https://openalex.org/W3132867842","https://openalex.org/W3138725786","https://openalex.org/W3168367808","https://openalex.org/W3213631637","https://openalex.org/W3214821343","https://openalex.org/W4282934494","https://openalex.org/W4283760989","https://openalex.org/W4285106080","https://openalex.org/W4285293944","https://openalex.org/W4288054357","https://openalex.org/W4293812296","https://openalex.org/W4312651322","https://openalex.org/W4313156423","https://openalex.org/W4313476641","https://openalex.org/W4313555298","https://openalex.org/W4321484009","https://openalex.org/W4327522253","https://openalex.org/W4353055574","https://openalex.org/W4362585356","https://openalex.org/W4362654180","https://openalex.org/W4376651842","https://openalex.org/W4385256752","https://openalex.org/W4385422930","https://openalex.org/W4387353515","https://openalex.org/W4389104919","https://openalex.org/W4390190628","https://openalex.org/W4390755303","https://openalex.org/W4390871627","https://openalex.org/W4390874575","https://openalex.org/W4391128373","https://openalex.org/W4392579942","https://openalex.org/W4394585843","https://openalex.org/W4394766673","https://openalex.org/W4399426431","https://openalex.org/W4400041506","https://openalex.org/W4402727589","https://openalex.org/W4404782602"],"related_works":[],"abstract_inverted_index":{"Recently,":[0],"few-shot":[1,72],"learning-based":[2],"methods":[3,171],"have":[4],"achieved":[5],"impressive":[6],"results":[7,194],"in":[8,18,53,172],"cross-domain":[9,71,149],"hyperspectral":[10,48,62,73],"classification.":[11],"However,":[12],"existing":[13],"approaches":[14],"often":[15],"ignore":[16],"differences":[17,44],"spectral":[19,24,88,103,117,124],"information":[20],"caused":[21],"by":[22,106],"varing":[23],"range":[25],"across":[26],"different":[27,91,110],"datasets,":[28],"and":[29,47,126],"encounter":[30],"limitations":[31],"due":[32],"to":[33,60,82,84,121,133,143,147,162,186,189],"the":[34,39,42,61,95,99,102,107,123,129,134,139,164,168,182,200],"constrained":[35],"parameter":[36],"size":[37],"of":[38,94,101,128,167,181,202],"models.":[40],"Furthermore,":[41],"substantial":[43],"between":[45],"RGB":[46],"images":[49],"present":[50],"significant":[51],"challenges":[52],"applying":[54],"foundation":[55,141],"models":[56],"(e.g.,":[57],"SAM,":[58],"DINOv2)":[59],"domain.":[63,136],"This":[64],"paper":[65],"proposes":[66],"a":[67,114,154],"novel":[68],"framework":[69],"for":[70],"classification":[74],"that":[75],"leverages":[76],"parameter-efficient":[77],"fine-tuning,":[78],"which":[79],"we":[80,112,152],"apply":[81],"DINOv2":[83],"construct":[85],"SpectralDINO.":[86,203],"Different":[87],"ranges":[89,125],"reflect":[90],"physical":[92],"properties":[93],"target.":[96],"To":[97],"enhance":[98,144],"consistency":[100],"features":[104,175],"extracted":[105],"model":[108,142],"from":[109,176],"domains,":[111],"introduce":[113],"source":[115,130],"domain":[116,131],"alignment":[118],"(SDSA)":[119],"strategy":[120],"align":[122],"bands":[127],"data":[132],"target":[135],"SpectralDINO":[137],"employs":[138],"visual":[140],"its":[145],"ability":[146],"generalize":[148],"knowledge.":[150],"Additionally,":[151],"propose":[153],"dual":[155],"mixture-of-subspaces":[156],"low-rank":[157,169],"adaptation":[158,170],"(Dual-MoS":[159],"LoRA)":[160],"method":[161],"address":[163],"structural":[165],"limitation":[166],"distinguishing":[173],"domain-specific":[174],"multi-domain":[177],"inputs.":[178],"Only":[179],"1.14%":[180],"21.37M":[183],"parameters":[184],"need":[185],"be":[187],"trained":[188],"perform":[190],"fine-tuning.":[191],"Extensive":[192],"experimental":[193],"on":[195],"three":[196],"public":[197],"datasets":[198],"demonstrate":[199],"superiority":[201]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}