{"id":"https://openalex.org/W4409683817","doi":"https://doi.org/10.1109/lgrs.2025.3560931","title":"CaPaT: Cross-Aware Paired-Affine Transformation for Multimodal Data Fusion Network","display_name":"CaPaT: Cross-Aware Paired-Affine Transformation for Multimodal Data Fusion Network","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409683817","doi":"https://doi.org/10.1109/lgrs.2025.3560931"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2025.3560931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2025.3560931","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","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/A5100716988","display_name":"Jinping Wang","orcid":"https://orcid.org/0000-0002-4157-8605"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinping Wang","raw_affiliation_strings":["School of Computer Sciences and Guangdong Provincial Key Laboratory of Intellectual Property and Big Data, Guangdong Polytechnic Normal University, Guangzhou, China","School of Computer Sciences and the Guangdong Provincial Key Laboratory of Intellectual Property and Big Data, Guangdong Polytechnic Normal University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4157-8605","affiliations":[{"raw_affiliation_string":"School of Computer Sciences and Guangdong Provincial Key Laboratory of Intellectual Property and Big Data, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]},{"raw_affiliation_string":"School of Computer Sciences and the Guangdong Provincial Key Laboratory of Intellectual Property and Big Data, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103265493","display_name":"Hao Chen","orcid":"https://orcid.org/0009-0009-5281-4616"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hao Chen","raw_affiliation_strings":["Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, U.K","Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK"],"raw_orcid":"https://orcid.org/0009-0009-5281-4616","affiliations":[{"raw_affiliation_string":"Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101720144","display_name":"Xiaofei Zhang","orcid":"https://orcid.org/0000-0001-5567-4326"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Zhang","raw_affiliation_strings":["School of Intelligent Systems Engineering, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-5567-4326","affiliations":[{"raw_affiliation_string":"School of Intelligent Systems Engineering, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358","https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019995639","display_name":"Weiwei Song","orcid":"https://orcid.org/0000-0001-5089-4127"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Song","raw_affiliation_strings":["Pengcheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-5089-4127","affiliations":[{"raw_affiliation_string":"Pengcheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2699,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83441458,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.9397000074386597,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.9397000074386597,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6847230792045593},{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.6153393387794495},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.5837711691856384},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5370658040046692},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44451579451560974},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.41040802001953125},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13761797547340393}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6847230792045593},{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.6153393387794495},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5837711691856384},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5370658040046692},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44451579451560974},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.41040802001953125},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13761797547340393},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2025.3560931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2025.3560931","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","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":22,"referenced_works":["https://openalex.org/W2623518586","https://openalex.org/W3004968762","https://openalex.org/W3016244469","https://openalex.org/W3035356612","https://openalex.org/W3081753142","https://openalex.org/W4200068923","https://openalex.org/W4210392637","https://openalex.org/W4223616928","https://openalex.org/W4225305241","https://openalex.org/W4285124347","https://openalex.org/W4312208437","https://openalex.org/W4312592451","https://openalex.org/W4315606133","https://openalex.org/W4319303173","https://openalex.org/W4376456352","https://openalex.org/W4387250698","https://openalex.org/W4388838755","https://openalex.org/W4392089069","https://openalex.org/W4394805154","https://openalex.org/W4403936872","https://openalex.org/W4404408958","https://openalex.org/W4405833351"],"related_works":["https://openalex.org/W2038416447","https://openalex.org/W2364151838","https://openalex.org/W2066926363","https://openalex.org/W1623358412","https://openalex.org/W2354159744","https://openalex.org/W2765965840","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2152662039"],"abstract_inverted_index":{"This":[0],"paper":[1,50,99],"proposes":[2],"a":[3,27,82,109,118],"cross-aware":[4],"paired-affine":[5],"transformation":[6,124],"network":[7],"for":[8,93],"multimodal":[9,53,79],"data":[10,54,69],"fusion":[11,40],"tasks":[12],"(CaPaT).":[13],"Unlike":[14],"existing":[15],"networks":[16],"that":[17,32,135],"employ":[18],"weight-sharing":[19],"or":[20],"indirect":[21],"interaction":[22,30,77],"strategies,":[23],"the":[24,35,43,56,89,123,128,136],"CaPaT":[25,137],"introduces":[26],"direct":[28,76],"feature":[29,39,91,106,115],"paradigm":[31],"significantly":[33],"improves":[34],"transfer":[36],"efficiency":[37],"of":[38,45],"while":[41],"reducing":[42],"number":[44],"model":[46],"parameters.":[47],"Specifically,":[48],"this":[49,98],"respectively":[51],"splits":[52],"along":[55],"channel":[57],"domain.":[58],"It":[59],"synthesizes":[60],"specific":[61],"group":[62],"channels":[63,67],"and":[64,112],"opposite":[65],"residual":[66],"as":[68],"pairs":[70],"to":[71,126],"generate":[72],"refined":[73,90],"features,":[74],"achieving":[75],"among":[78],"features.":[80],"Next,":[81],"scaling":[83],"attention":[84],"module":[85],"is":[86,120],"conducted":[87,121],"on":[88,122],"pair":[92],"confidence":[94,101],"map":[95],"generation.":[96],"Then,":[97],"multiplies":[100],"maps":[102],"by":[103],"their":[104],"corresponding":[105],"pairs,":[107],"determining":[108],"more":[110],"reasonable":[111],"significant":[113],"margin":[114],"representation.":[116],"Finally,":[117],"classifier":[119],"features":[125],"output":[127],"final":[129],"class":[130],"labels.":[131],"Experimental":[132],"results":[133],"demonstrate":[134],"achieves":[138],"superior":[139],"classification":[140],"performance":[141],"with":[142],"fewer":[143],"parameters":[144],"than":[145],"state-of-the-art":[146],"methods.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}