{"id":"https://openalex.org/W4364321555","doi":"https://doi.org/10.1109/tgrs.2023.3265650","title":"MSH-Net: Modality-Shared Hallucination With Joint Adaptation Distillation for Remote Sensing Image Classification Using Missing Modalities","display_name":"MSH-Net: Modality-Shared Hallucination With Joint Adaptation Distillation for Remote Sensing Image Classification Using Missing Modalities","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4364321555","doi":"https://doi.org/10.1109/tgrs.2023.3265650"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2023.3265650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2023.3265650","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/A5025767081","display_name":"Shicai Wei","orcid":"https://orcid.org/0000-0001-5744-2035"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shicai Wei","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-5744-2035","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090414684","display_name":"Yang Luo","orcid":"https://orcid.org/0000-0002-4576-5934"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Luo","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-4576-5934","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100997183","display_name":"Xiaoguang Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Ma","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100767704","display_name":"Peng Ren","orcid":"https://orcid.org/0000-0003-3949-985X"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Ren","raw_affiliation_strings":["College of Oceanography and Space Informatics, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-3949-985X","affiliations":[{"raw_affiliation_string":"College of Oceanography and Space Informatics, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038985671","display_name":"Chunbo Luo","orcid":"https://orcid.org/0000-0002-9860-2901"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunbo Luo","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-9860-2901","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.571,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.90285763,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"61","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9993000030517578,"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":0.9993000030517578,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9980000257492065,"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"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/modality","display_name":"Modality (human\u2013computer interaction)","score":0.8036810755729675},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7682166695594788},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7327657341957092},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6676663160324097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6245914101600647},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5042902231216431},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4858357608318329},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.48003092408180237},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4732658863067627},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.42294424772262573}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.8036810755729675},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7682166695594788},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7327657341957092},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6676663160324097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6245914101600647},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5042902231216431},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4858357608318329},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.48003092408180237},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4732658863067627},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.42294424772262573},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2023.3265650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2023.3265650","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":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7699999809265137}],"awards":[{"id":"https://openalex.org/G7588232855","display_name":"\u57fa\u4e8e\u7ec6\u7c92\u5ea6\u6ce2\u675f\u6210\u5f62\u7684\u7a7a\u57fa\u5e73\u53f0\u6beb\u7c73\u6ce2\u5168\u53cc\u5de5\u901a\u4fe1\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61871096","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1690739335","https://openalex.org/W1821462560","https://openalex.org/W2040046785","https://openalex.org/W2067562626","https://openalex.org/W2087142855","https://openalex.org/W2115403315","https://openalex.org/W2418306335","https://openalex.org/W2619383789","https://openalex.org/W2731516819","https://openalex.org/W2758375579","https://openalex.org/W2772269064","https://openalex.org/W2787801451","https://openalex.org/W2788008270","https://openalex.org/W2800744393","https://openalex.org/W2805844994","https://openalex.org/W2809410879","https://openalex.org/W2887783173","https://openalex.org/W2897611955","https://openalex.org/W2914286561","https://openalex.org/W2954901156","https://openalex.org/W2955192706","https://openalex.org/W2962793481","https://openalex.org/W2963140444","https://openalex.org/W2964822557","https://openalex.org/W2980004241","https://openalex.org/W2982242214","https://openalex.org/W2991286101","https://openalex.org/W3010622813","https://openalex.org/W3014372673","https://openalex.org/W3016244469","https://openalex.org/W3023991509","https://openalex.org/W3034368386","https://openalex.org/W3048631361","https://openalex.org/W3080249509","https://openalex.org/W3080935714","https://openalex.org/W3081345704","https://openalex.org/W3091791645","https://openalex.org/W3098802639","https://openalex.org/W3100993965","https://openalex.org/W3102692100","https://openalex.org/W3103964896","https://openalex.org/W3127739228","https://openalex.org/W3133717156","https://openalex.org/W3136140595","https://openalex.org/W3138154797","https://openalex.org/W3168367808","https://openalex.org/W3172265425","https://openalex.org/W3177378457","https://openalex.org/W3178401341","https://openalex.org/W3181101419","https://openalex.org/W3198713693","https://openalex.org/W3207083123","https://openalex.org/W3209540366","https://openalex.org/W4200634555","https://openalex.org/W4285190744","https://openalex.org/W4285296042","https://openalex.org/W4286628814","https://openalex.org/W4309134000","https://openalex.org/W6637551013","https://openalex.org/W6684191040","https://openalex.org/W6740493225","https://openalex.org/W6765492279","https://openalex.org/W6790856679","https://openalex.org/W6797344566","https://openalex.org/W6842607031"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W203959209","https://openalex.org/W2110287964","https://openalex.org/W2167701463","https://openalex.org/W4307407935"],"abstract_inverted_index":{"Learning":[0],"based":[1],"multimodal":[2,57,141,167,178],"data":[3],"has":[4],"attracted":[5],"increasing":[6,114],"interest":[7],"in":[8,34],"the":[9,39,48,85,102,113,131,136,140,145,155,160,173,191,197],"remote":[10,58],"sensing":[11,59],"community":[12],"owing":[13],"to":[14,22,38,46,75,90,134],"its":[15],"robust":[16],"performance.":[17,205],"Although":[18],"it":[19],"is":[20,54,207],"preferable":[21],"collect":[23],"multiple":[24],"modalities":[25,53,201],"for":[26,56,105],"training,":[27],"not":[28,98],"all":[29],"of":[30,41,116,166,199],"them":[31],"are":[32],"available":[33,208],"practical":[35],"scenarios":[36],"due":[37],"restriction":[40],"imaging":[42],"conditions.":[43],"Therefore,":[44],"how":[45],"assist":[47],"model":[49,106,133,142],"inference":[50,87],"with":[51,112],"missing":[52,117,200],"significant":[55],"image":[60],"processing.":[61],"In":[62],"this":[63,77],"work,":[64],"we":[65],"propose":[66],"a":[67,122],"general":[68],"framework":[69],"called":[70],"modality-shared":[71,82,137],"hallucination":[72,94,132,169],"network":[73],"(MSH-Net)":[74],"address":[76,196],"issue":[78],"by":[79,143,159,177],"reconstructing":[80],"complete":[81],"features":[83],"from":[84,139],"incomplete":[86],"modalities.":[88,118],"Compared":[89],"conventional":[91],"privilege":[92],"modality":[93,187],"methods,":[95],"MSH-Net":[96,193],"does":[97],"only":[99],"help":[100],"preserve":[101],"cross-modal":[103],"interactions":[104],"inference,":[107],"but":[108],"also":[109],"scales":[110],"well":[111],"number":[115],"We":[119],"further":[120],"develop":[121],"novel":[123],"joint":[124,146],"adaptation":[125],"distillation":[126],"(JAD)":[127],"method":[128],"that":[129,190],"guides":[130],"learn":[135],"knowledge":[138],"matching":[144],"probability":[147],"distributions":[148],"between":[149,162],"representation":[150,156],"and":[151,164,168,202],"groundtruth.":[152],"This":[153],"overcomes":[154],"heterogeneity":[157],"caused":[158],"discrepancy":[161],"inputs":[163],"structures":[165],"model,":[170],"while":[171],"preserving":[172],"decision":[174],"boundaries":[175],"refined":[176],"cues.":[179],"Finally,":[180],"extensive":[181],"experiments":[182],"conducted":[183],"on":[184],"four":[185],"common":[186],"combinations":[188],"demonstrate":[189],"proposed":[192],"can":[194],"effectively":[195],"problem":[198],"achieve":[203],"state-of-the-art":[204],"Code":[206],"at:":[209],"https://github.com/shicaiwei123/MSHNet.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
