{"id":"https://openalex.org/W4410028553","doi":"https://doi.org/10.1109/tgrs.2025.3566405","title":"SCIIENet: Shared and Complementary Information Interaction Enhancement Network for Self-Supervised Multimodal Remote Sensing Image Classification","display_name":"SCIIENet: Shared and Complementary Information Interaction Enhancement Network for Self-Supervised Multimodal Remote Sensing Image Classification","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410028553","doi":"https://doi.org/10.1109/tgrs.2025.3566405"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3566405","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3566405","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":null,"display_name":"Pengcheng Guo","orcid":"https://orcid.org/0009-0009-7545-6620"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengcheng Guo","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-7545-6620","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ying Liang","orcid":"https://orcid.org/0009-0009-4322-1077"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Liang","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-4322-1077","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026394989","display_name":"Junhuan Peng","orcid":"https://orcid.org/0000-0002-0587-9486"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhuan Peng","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0587-9486","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044278476","display_name":"Yuebin Wang","orcid":"https://orcid.org/0000-0002-6978-4558"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuebin Wang","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6978-4558","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422329","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0002-4318-9996"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4318-9996","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049224643","display_name":"Huiwei Su","orcid":null},"institutions":[{"id":"https://openalex.org/I2800393352","display_name":"China Tourism Academy","ror":"https://ror.org/01k4abj61","country_code":"CN","type":"government","lineage":["https://openalex.org/I2800393352"]},{"id":"https://openalex.org/I38706770","display_name":"Guilin University of Technology","ror":"https://ror.org/03z391397","country_code":"CN","type":"education","lineage":["https://openalex.org/I38706770"]},{"id":"https://openalex.org/I4210102207","display_name":"College of Tourism","ror":"https://ror.org/018xbyb32","country_code":"BG","type":"education","lineage":["https://openalex.org/I4210102207"]},{"id":"https://openalex.org/I4392738314","display_name":"Guilin Tourism University","ror":"https://ror.org/013a79z51","country_code":null,"type":"education","lineage":["https://openalex.org/I4392738314"]}],"countries":["BG","CN"],"is_corresponding":false,"raw_author_name":"Huiwei Su","raw_affiliation_strings":["School of Tourism Data, Guangxi Key Laboratory of Culture and Tourism Smart Technology, Guilin Tourism University, Guilin, China","Guangxi Key Laboratory of Culture and Tourism Smart Technology, School of Tourism Data, Guilin Tourism University, Guilin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Tourism Data, Guangxi Key Laboratory of Culture and Tourism Smart Technology, Guilin Tourism University, Guilin, China","institution_ids":["https://openalex.org/I4210102207","https://openalex.org/I2800393352"]},{"raw_affiliation_string":"Guangxi Key Laboratory of Culture and Tourism Smart Technology, School of Tourism Data, Guilin Tourism University, Guilin, China","institution_ids":["https://openalex.org/I38706770","https://openalex.org/I4392738314"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Guodong Liu","orcid":"https://orcid.org/0009-0009-2146-8466"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guodong Liu","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-2146-8466","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112326751","display_name":"Y. Mi","orcid":null},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yasong Mi","raw_affiliation_strings":["School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0000-8643-9767","affiliations":[{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Land Science and Technology, China University of Geosciences at Beijing, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3125743391"],"apc_list":null,"apc_paid":null,"fwci":1.0273,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77747966,"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":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9711999893188477,"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":0.9711999893188477,"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/computer-science","display_name":"Computer science","score":0.7008616328239441},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5157506465911865},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.47177863121032715},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43403956294059753},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3998812139034271},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3872091472148895},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3739166855812073},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1083662211894989}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7008616328239441},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5157506465911865},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.47177863121032715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43403956294059753},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3998812139034271},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3872091472148895},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3739166855812073},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1083662211894989}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3566405","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3566405","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":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W1497089125","https://openalex.org/W1584663654","https://openalex.org/W2017169137","https://openalex.org/W2079299474","https://openalex.org/W2623518586","https://openalex.org/W2744049245","https://openalex.org/W2767892373","https://openalex.org/W2842511635","https://openalex.org/W2907147407","https://openalex.org/W2928260953","https://openalex.org/W3004968762","https://openalex.org/W3010374042","https://openalex.org/W3023371261","https://openalex.org/W3035356612","https://openalex.org/W3048631361","https://openalex.org/W3081753142","https://openalex.org/W3121000959","https://openalex.org/W3124574862","https://openalex.org/W3162618704","https://openalex.org/W3208935369","https://openalex.org/W3209540366","https://openalex.org/W4200068923","https://openalex.org/W4206307542","https://openalex.org/W4210392637","https://openalex.org/W4213185605","https://openalex.org/W4223616928","https://openalex.org/W4285107185","https://openalex.org/W4285296445","https://openalex.org/W4306291663","https://openalex.org/W4312465065","https://openalex.org/W4312465630","https://openalex.org/W4312789082","https://openalex.org/W4312981890","https://openalex.org/W4313156423","https://openalex.org/W4315606133","https://openalex.org/W4319596938","https://openalex.org/W4353066998","https://openalex.org/W4366504084","https://openalex.org/W4379806120","https://openalex.org/W4379984088","https://openalex.org/W4384915783","https://openalex.org/W4385245566","https://openalex.org/W4385413338","https://openalex.org/W4386266673","https://openalex.org/W4386322234","https://openalex.org/W4386766977","https://openalex.org/W4387092601","https://openalex.org/W4388505065","https://openalex.org/W4388543795","https://openalex.org/W4389542636","https://openalex.org/W4389776891","https://openalex.org/W4390873437","https://openalex.org/W4390874126","https://openalex.org/W4394938955","https://openalex.org/W4395017283","https://openalex.org/W4401732412","https://openalex.org/W4402124923","https://openalex.org/W4402263514","https://openalex.org/W4402480937","https://openalex.org/W4402661216","https://openalex.org/W4403123392","https://openalex.org/W4404035554","https://openalex.org/W4406611003"],"related_works":["https://openalex.org/W2121524756","https://openalex.org/W782553550","https://openalex.org/W1987967678","https://openalex.org/W2633218168","https://openalex.org/W4235897794","https://openalex.org/W2059707233","https://openalex.org/W1983126463","https://openalex.org/W2085738998","https://openalex.org/W2095126257","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Employing":[0],"multimodal":[1],"remote":[2],"sensing":[3],"images":[4,96],"(MRSIs)":[5],"enhances":[6],"ground":[7],"object":[8],"identification,":[9],"yet":[10],"the":[11,17,58,66,111,127,143,172,188,205],"heterogeneity":[12],"of":[13,19,63,130,146,176,194],"MRSIs":[14,43,64,177],"can":[15],"increase":[16],"risk":[18],"model":[20],"overfitting,":[21],"particularly":[22],"when":[23],"training":[24],"samples":[25],"are":[26],"limited.":[27],"Self-supervised":[28],"methods,":[29],"such":[30],"as":[31,140,142],"masked":[32],"autoencoder":[33],"(MAE)":[34],"reconstruction":[35],"or":[36],"contrastive":[37,161],"learning,":[38],"efficiently":[39],"extract":[40],"features":[41,62,129,145],"from":[42],"with":[44],"minimal":[45],"reliance":[46],"on":[47,215],"labeled":[48],"samples.":[49],"However,":[50],"current":[51],"methods":[52],"have":[53],"not":[54],"adequately":[55],"considered":[56],"both":[57],"shared":[59,86,173,189],"and":[60,72,87,98,101,148,178,190],"complementary":[61,88,134,191,210],"during":[65],"pretraining":[67,83],"process,":[68],"limiting":[69],"feature":[70],"representation":[71],"classification":[73,224],"performance.":[74],"To":[75],"address":[76],"these":[77],"limitations,":[78],"we":[79,198],"propose":[80,199],"a":[81,118,180],"self-supervised":[82],"framework":[84,112],"called":[85],"information":[89,135,175,193],"interaction":[90,155],"enhancement":[91,156],"network":[92],"(SCIIENet)":[93],"for":[94,204],"hyperspectral":[95],"(HSIs)":[97],"light":[99],"detection":[100],"ranging":[102],"(LiDAR)/synthetic":[103],"aperture":[104],"radar":[105],"(SAR)":[106],"data":[107],"joint":[108],"classification.":[109],"Specifically,":[110],"incorporates":[113,179],"an":[114,154],"decoupling-interaction-enhancement":[115],"approach":[116],"through":[117],"triple-branch":[119,123],"MAE":[120],"architecture.":[121],"The":[122],"architecture":[124],"seperately":[125],"captures":[126],"spectral":[128],"HSIs":[131,147],"that":[132,158,219],"provide":[133],"relative":[136],"to":[137,164,170,186,227],"LiDAR/SAR":[138,149],"data,":[139],"well":[141],"spatial":[144,174,192,211],"data.":[150],"We":[151],"also":[152],"introduce":[153],"strategy":[157],"utilizes":[159],"hierarchical":[160],"learning":[162],"(HCL)":[163],"bridge":[165],"significant":[166],"gaps":[167],"in":[168],"MRSI":[169],"emphasize":[171],"two-stage":[181],"cross-modal":[182],"fusion":[183],"encoder":[184],"(TCFE)":[185],"integrate":[187],"different":[195],"modalities.":[196],"Moreover,":[197],"multi-stage":[200],"skip":[201],"connections":[202],"(MSCs)":[203],"reconstruction,":[206],"which":[207],"effectively":[208],"preserve":[209],"information.":[212],"Extensive":[213],"experiments":[214],"four":[216],"datasets":[217],"show":[218],"our":[220],"method":[221],"significantly":[222],"improves":[223],"accuracy":[225],"compared":[226],"several":[228],"state-of-the-art":[229],"methods.":[230]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}