{"id":"https://openalex.org/W7220815992","doi":null,"title":"An exploratory journey of representation learning\u2019s enhancement, adaptation and related intelligent methods","display_name":"An exploratory journey of representation learning\u2019s enhancement, adaptation and related intelligent methods","publication_year":2024,"publication_date":"2024-04-24","ids":{"openalex":"https://openalex.org/W7220815992"},"language":"en","primary_location":{"id":"pmh:oai:www.ideals.illinois.edu:2142/124344","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2142/124344","pdf_url":"https://www.ideals.illinois.edu/items/131444/bitstreams/436869/data.pdf","source":{"id":"https://openalex.org/S4306401358","display_name":"Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801919071","host_organization_name":"University of Illinois System","host_organization_lineage":["https://openalex.org/I2801919071"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ideals.illinois.edu/items/131444/bitstreams/436869/data.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5157765496","display_name":"Jing Wu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wu, Jing","raw_affiliation_strings":["Graduate College of the University of Illinois Urbana-Champaign , 2024 Urbana , Illinois"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate College of the University of Illinois Urbana-Champaign , 2024 Urbana , Illinois","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5157765496"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9320999979972839,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9320999979972839,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.04610000178217888,"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"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.007799999788403511,"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/representation-learning","display_name":"representation learning","score":0.9319999814033508},{"id":"https://openalex.org/keywords/contrastive-learning","display_name":"contrastive learning","score":0.9419999718666077},{"id":"https://openalex.org/keywords/siamese-network","display_name":"Siamese network","score":0.9240000247955322},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"remote sensing","score":0.8519999980926514},{"id":"https://openalex.org/keywords/earth-observation","display_name":"Earth observation","score":0.9079999923706055},{"id":"https://openalex.org/keywords/agricultural-images","display_name":"agricultural imagery","score":0.5019999742507935},{"id":"https://openalex.org/keywords/data-scarcity","display_name":"data scarcity","score":0.8809999823570251},{"id":"https://openalex.org/keywords/few-shot-learning","display_name":"few-shot learning","score":0.9629999995231628}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6312999725341797},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5496000051498413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5202000141143799},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4706000089645386},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3668000102043152},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.29809999465942383},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.2913999855518341},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.27559998631477356},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2603999972343445},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.259799987077713}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:www.ideals.illinois.edu:2142/124344","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2142/124344","pdf_url":"https://www.ideals.illinois.edu/items/131444/bitstreams/436869/data.pdf","source":{"id":"https://openalex.org/S4306401358","display_name":"Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801919071","host_organization_name":"University of Illinois System","host_organization_lineage":["https://openalex.org/I2801919071"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:www.ideals.illinois.edu:2142/124344","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2142/124344","pdf_url":"https://www.ideals.illinois.edu/items/131444/bitstreams/436869/data.pdf","source":{"id":"https://openalex.org/S4306401358","display_name":"Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801919071","host_organization_name":"University of Illinois System","host_organization_lineage":["https://openalex.org/I2801919071"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332222","display_name":"University of Illinois at Urbana-Champaign","ror":"https://ror.org/047426m28"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220815992.pdf","grobid_xml":"https://content.openalex.org/works/W7220815992.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W1614298861","https://openalex.org/W1686810756","https://openalex.org/W2108598243","https://openalex.org/W2544860310","https://openalex.org/W2594477595","https://openalex.org/W2765407302","https://openalex.org/W2771655537","https://openalex.org/W2785678896","https://openalex.org/W2795900505","https://openalex.org/W2810203579","https://openalex.org/W2884561390","https://openalex.org/W2893749619","https://openalex.org/W2894740066","https://openalex.org/W2896457183","https://openalex.org/W2964121744","https://openalex.org/W2978017171","https://openalex.org/W2979308242","https://openalex.org/W2981030070","https://openalex.org/W2984205432","https://openalex.org/W2986943971","https://openalex.org/W2995492258","https://openalex.org/W3009561768","https://openalex.org/W3012080662","https://openalex.org/W3022061250","https://openalex.org/W3037207827","https://openalex.org/W3127361836","https://openalex.org/W3155958512","https://openalex.org/W3156636935","https://openalex.org/W3175362188","https://openalex.org/W3208846525","https://openalex.org/W4206742276","https://openalex.org/W4224912544","https://openalex.org/W4283796965","https://openalex.org/W4285428875","https://openalex.org/W4287250892","https://openalex.org/W4297808394","https://openalex.org/W4304195432","https://openalex.org/W4362706543","https://openalex.org/W4380786728","https://openalex.org/W4385767688","https://openalex.org/W4387185421","https://openalex.org/W4387635115","https://openalex.org/W4388092586","https://openalex.org/W4390874033","https://openalex.org/W4393399070","https://openalex.org/W4402904120","https://openalex.org/W4402916511","https://openalex.org/W6931642171","https://openalex.org/W7133190560"],"related_works":["https://openalex.org/W7220802998","https://openalex.org/W6941460483","https://openalex.org/W2535770692","https://openalex.org/W7220772043","https://openalex.org/W3203435764","https://openalex.org/W3134688510","https://openalex.org/W2912361068","https://openalex.org/W3007669742","https://openalex.org/W2725085200","https://openalex.org/W3149383389"],"abstract_inverted_index":{"Representation":[0],"learning":[1,27,87,180],"models":[2],"employing":[3],"Siamese":[4],"structures":[5],"have":[6,66],"consistently":[7],"demonstrated":[8],"exceptional":[9],"performance":[10],"across":[11,60],"various":[12],"fields,":[13],"including":[14],"deep":[15],"learning,":[16],"computer":[17,91],"vision,":[18],"and":[19,39,55,94,111,122,149,172],"natural":[20],"language":[21],"processing.Furthermore,":[22],"the":[23,53,69,89,105,117,130,139,151,160],"applicability":[24],"of":[25,57,71,78,108,133,153],"representation":[26,86,113,118,155,179],"has":[28],"broadened":[29],"to":[30,51,74,100,120,129,144],"encompass":[31],"wider":[32],"domains":[33],"such":[34],"as":[35],"agriculture,":[36],"remote":[37,123,134,170],"sensing,":[38,124],"earth":[40,173],"observation,":[41],"which":[42],"are":[43,163],"significantly":[44],"challenged":[45],"by":[46],"data":[47,146],"scarcity.This":[48],"dissertation":[49],"aims":[50],"enhance":[52],"quality":[54],"adaptability":[56],"learned":[58,161],"representations":[59,162],"these":[61],"diverse":[62],"application":[63],"domains.Meanwhile,":[64],"we":[65,82,115,137,157],"also":[67],"expanded":[68],"scope":[70],"our":[72],"research":[73],"a":[75,96,177],"broader":[76],"area":[77],"intelligent":[79],"agricultural":[80],"systems.Initially,":[81],"delve":[83],"into":[84],"contrastive":[85],"within":[88],"general":[90],"vision":[92],"domain":[93],"introduce":[95,138,175],"novel":[97],"\"Hallucinator\"":[98],"module":[99],"reduce":[101],"mutual":[102],"information,":[103],"increase":[104],"batch":[106],"size":[107],"positive":[109],"pairs,":[110],"improve":[112],"quality.Subsequently,":[114],"extend":[116],"framework":[119],"agriculture":[121],"proposing":[125],"spatial-temporal-aware":[126],"architectures":[127],"tailored":[128],"unique":[131],"characteristics":[132],"sensing":[135,171],"data.Furthermore,":[136],"Extended":[140],"Agriculture":[141],"Vision":[142],"dataset":[143],"address":[145],"scarcity":[147],"issues":[148],"showcase":[150],"effectiveness":[152],"proposed":[154],"frameworks.Furthermore,":[156],"demonstrate":[158],"that":[159],"powerful":[164],"features":[165],"for":[166],"few-shot":[167],"tasks":[168],"in":[169],"observation.We":[174],"GenCo,":[176],"generator-based":[178]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-10-07T00:00:00"}