{"id":"https://openalex.org/W7133347001","doi":"https://doi.org/10.48550/arxiv.2603.00988","title":"Foundation Models in Remote Sensing: Evolving from Unimodality to Multimodality","display_name":"Foundation Models in Remote Sensing: Evolving from Unimodality to Multimodality","publication_year":2026,"publication_date":"2026-03-01","ids":{"openalex":"https://openalex.org/W7133347001","doi":"https://doi.org/10.48550/arxiv.2603.00988"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.00988","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.00988","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.00988","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5127935607","display_name":"Danfeng Hong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hong, Danfeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127876401","display_name":"Chenyu Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Chenyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127928371","display_name":"Xuyang Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Xuyang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127960555","display_name":"Gustau Camps-Valls","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Camps-Valls, Gustau","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5106124934","display_name":"Jocelyn Chanussot","orcid":"https://orcid.org/0000-0003-4817-2875"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chanussot, Jocelyn","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.3059999942779541,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.3059999942779541,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.2709999978542328,"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.05090000107884407,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.8205999732017517},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4837999939918518},{"id":"https://openalex.org/keywords/unimodality","display_name":"Unimodality","score":0.37700000405311584},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.3668999969959259},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.33230000734329224},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.3294000029563904}],"concepts":[{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.8205999732017517},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5601999759674072},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49720001220703125},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4837999939918518},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4580000042915344},{"id":"https://openalex.org/C21596040","wikidata":"https://www.wikidata.org/wiki/Q2896771","display_name":"Unimodality","level":2,"score":0.37700000405311584},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.3668999969959259},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.336899995803833},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.33230000734329224},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.3294000029563904},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.31839999556541443},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3131999969482422},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.258899986743927},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.00988","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.00988","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.00988","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.00988","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Remote":[0],"sensing":[1],"(RS)":[2],"techniques":[3],"are":[4,131,137],"increasingly":[5],"crucial":[6],"for":[7,31,97],"deepening":[8],"our":[9],"understanding":[10,36,156,236],"of":[11,19,157,176,237],"the":[12,15,58,125,169,174],"planet.":[13],"As":[14],"volume":[16],"and":[17,35,40,53,104,106,154,171,194,216,233,246],"diversity":[18],"RS":[20,59,105,161,215,229,253],"data":[21,33],"continue":[22],"to":[23,38,56,85,203,210,219,225,242],"grow":[24],"exponentially,":[25],"there":[26],"is":[27],"an":[28],"urgent":[29],"need":[30],"advanced":[32],"modeling":[34],"capabilities":[37],"manage":[39],"interpret":[41],"these":[42,249],"vast":[43],"datasets":[44],"effectively.":[45],"Foundation":[46],"models":[47,72,103,133,139,159,178,186,213,250],"present":[48],"significant":[49],"new":[50,110,114],"growth":[51],"opportunities":[52],"immense":[54],"potential":[55],"revolutionize":[57],"field.":[60],"In":[61],"this":[62,89,118],"paper,":[63],"we":[64,145,165,198],"conduct":[65],"a":[66,76,93,152,200,231],"comprehensive":[67,153],"technical":[68],"survey":[69,123,223],"on":[70,208],"foundation":[71,102,132,138,158,177,185,212,238],"in":[73,100,117,134,141,150,160,179,187,214,228],"RS,":[74,188],"offering":[75],"brand-new":[77],"perspective":[78],"by":[79,167],"exploring":[80],"their":[81],"evolution":[82],"from":[83],"unimodality":[84],"multimodality.":[86],"We":[87,181],"hope":[88],"work":[90],"serves":[91],"as":[92],"valuable":[94],"entry":[95],"point":[96],"researchers":[98,149,227],"interested":[99],"both":[101],"helps":[107],"them":[108,191,218,241],"launch":[109],"projects":[111],"or":[112],"explore":[113],"research":[115],"topics":[116],"rapidly":[119],"evolving":[120],"area.":[121],"This":[122],"addresses":[124],"following":[126],"three":[127],"key":[128],"questions:":[129],"What":[130],"RS?":[135,142],"Why":[136],"needed":[140],"How":[143],"can":[144],"effectively":[146,247],"guide":[147,204],"junior":[148],"gaining":[151],"practical":[155],"applications?":[162],"More":[163],"specifically,":[164],"begin":[166],"outlining":[168],"background":[170],"motivation,":[172],"emphasizing":[173],"importance":[175],"RS.":[180],"then":[182],"review":[183],"existing":[184],"systematically":[189],"categorizing":[190],"into":[192],"unimodal":[193],"multimodal":[195],"approaches.":[196],"Additionally,":[197],"provide":[199],"tutorial-like":[201],"section":[202],"researchers,":[205],"especially":[206],"beginners,":[207],"how":[209],"train":[211],"apply":[217,248],"real-world":[220],"tasks.":[221],"The":[222],"aims":[224],"equip":[226],"with":[230],"deeper":[232],"more":[234],"efficient":[235],"models,":[239],"enabling":[240],"get":[243],"started":[244],"easily":[245],"across":[251],"various":[252],"applications.":[254]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-04T00:00:00"}
