{"id":"https://openalex.org/W2967369756","doi":"https://doi.org/10.1109/dicta47822.2019.8945949","title":"Generalised Zero-Shot Learning with Domain Classification in a Joint Semantic and Visual Space","display_name":"Generalised Zero-Shot Learning with Domain Classification in a Joint Semantic and Visual Space","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W2967369756","doi":"https://doi.org/10.1109/dicta47822.2019.8945949","mag":"2967369756"},"language":"en","primary_location":{"id":"doi:10.1109/dicta47822.2019.8945949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta47822.2019.8945949","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Digital Image Computing: Techniques and Applications (DICTA)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1908.04930","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069969420","display_name":"Rafael Felix","orcid":"https://orcid.org/0000-0002-6186-9426"},"institutions":[{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rafael Felix","raw_affiliation_strings":["Australian Centre for Robotic Vision","The University of Adelaide","University of Adelaide"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Robotic Vision","institution_ids":["https://openalex.org/I4210127558"]},{"raw_affiliation_string":"The University of Adelaide","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"University of Adelaide","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073083198","display_name":"Ben Harwood","orcid":null},"institutions":[{"id":"https://openalex.org/I2801239119","display_name":"Australian Regenerative Medicine Institute","ror":"https://ror.org/02qa5kg76","country_code":"AU","type":"facility","lineage":["https://openalex.org/I2801037857","https://openalex.org/I2801239119","https://openalex.org/I56590836"]},{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ben Harwood","raw_affiliation_strings":["Australian Centre for Robotic Vision","Monash University","University of Adelaide"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Robotic Vision","institution_ids":["https://openalex.org/I4210127558"]},{"raw_affiliation_string":"Monash University","institution_ids":["https://openalex.org/I2801239119","https://openalex.org/I56590836"]},{"raw_affiliation_string":"University of Adelaide","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055089022","display_name":"Michele Sasdelli","orcid":"https://orcid.org/0000-0003-1021-6369"},"institutions":[{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michele Sasdelli","raw_affiliation_strings":["Australian Centre for Robotic Vision","The University of Adelaide","University of Adelaide"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Robotic Vision","institution_ids":["https://openalex.org/I4210127558"]},{"raw_affiliation_string":"The University of Adelaide","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"University of Adelaide","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029215323","display_name":"Gustavo Carneiro","orcid":"https://orcid.org/0000-0002-5571-6220"},"institutions":[{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Gustavo Carneiro","raw_affiliation_strings":["Australian Centre for Robotic Vision, Brisbane, QLD, Australia","Monash#N#        University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Robotic Vision, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210127558"]},{"raw_affiliation_string":"Monash#N#        University","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.723,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78715112,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"abs 1707 600","issue":null,"first_page":"1","last_page":"8"},"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":0.9994999766349792,"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":0.9994999766349792,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7052440643310547},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.6582400798797607},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6408542990684509},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5958366394042969},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5933499336242676},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5379348993301392},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.47439125180244446},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45641452074050903}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7052440643310547},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.6582400798797607},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6408542990684509},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5958366394042969},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5933499336242676},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5379348993301392},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.47439125180244446},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45641452074050903},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/dicta47822.2019.8945949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta47822.2019.8945949","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Digital Image Computing: Techniques and Applications (DICTA)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1908.04930","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1908.04930","pdf_url":"https://arxiv.org/pdf/1908.04930","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:2967369756","is_oa":true,"landing_page_url":"https://arxiv.org/abs/1908.04930","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1908.04930","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1908.04930","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":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1908.04930","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1908.04930","pdf_url":"https://arxiv.org/pdf/1908.04930","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.699999988079071,"display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2967369756.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W14333344","https://openalex.org/W652269744","https://openalex.org/W1665214252","https://openalex.org/W2017814585","https://openalex.org/W2044913453","https://openalex.org/W2124033848","https://openalex.org/W2128532956","https://openalex.org/W2171061940","https://openalex.org/W2194775991","https://openalex.org/W2289084343","https://openalex.org/W2334493732","https://openalex.org/W2398118205","https://openalex.org/W2400717490","https://openalex.org/W2611632661","https://openalex.org/W2752013927","https://openalex.org/W2799215068","https://openalex.org/W2887567284","https://openalex.org/W2962689421","https://openalex.org/W2963283377","https://openalex.org/W2963499153","https://openalex.org/W2963538198","https://openalex.org/W2963545832","https://openalex.org/W2963960318","https://openalex.org/W2964121744","https://openalex.org/W3100093508","https://openalex.org/W3143107425","https://openalex.org/W6600609147","https://openalex.org/W6631190155","https://openalex.org/W6637242042","https://openalex.org/W6678360021","https://openalex.org/W6678470764","https://openalex.org/W6740580305","https://openalex.org/W6743806954","https://openalex.org/W6746524570","https://openalex.org/W6756520437","https://openalex.org/W6762514230"],"related_works":["https://openalex.org/W2998670004","https://openalex.org/W2910472686","https://openalex.org/W2952671204","https://openalex.org/W3174824649","https://openalex.org/W3135019098","https://openalex.org/W3035388827","https://openalex.org/W3029159487","https://openalex.org/W2980362438","https://openalex.org/W3124953418","https://openalex.org/W2887241700","https://openalex.org/W3192668928","https://openalex.org/W2962689421","https://openalex.org/W3135727801","https://openalex.org/W3147476671","https://openalex.org/W3156129331","https://openalex.org/W3034359780","https://openalex.org/W3207613516","https://openalex.org/W2950326479","https://openalex.org/W3165481468","https://openalex.org/W3183803087"],"abstract_inverted_index":{"Generalised":[0],"zero-shot":[1],"learning":[2,10,43,117],"(GZSL)":[3],"is":[4,53],"a":[5,14,33,49,67,78,95,101,118,128,134,138,148],"classification":[6,130,194],"problem":[7],"where":[8],"the":[9,21,28,42,56,83,114,121,156,160,168,184,187],"stage":[11,23],"relies":[12],"on":[13,66,196],"set":[15,35,84],"of":[16,36,85,158,181,209],"seen":[17,29,57,86,139,169,188],"visual":[18,30,38,71,108],"classes":[19,31],"and":[20,32,44,58,72,109,189,192],"inference":[22,45],"aims":[24],"to":[25,82,137],"identify":[26],"both":[27,41,107],"new":[34],"unseen":[37,59,88,142,190,193],"classes.":[39,60,89,170],"Critically,":[40],"stages":[46],"can":[47],"leverage":[48],"semantic":[50,73,110],"representation":[51,104],"that":[52,99,105,131,163,173],"available":[54,206],"for":[55,116],"Most":[61],"state-of-the-art":[62,177],"GZSL":[63,97,164,198],"approaches":[64,165],"rely":[65],"mapping":[68,119],"between":[69,120],"latent":[70,103],"spaces":[74],"without":[75],"considering":[76],"if":[77],"particular":[79],"sample":[80,135],"belongs":[81,136],"or":[87,140],"In":[90],"this":[91,152,210],"paper,":[92],"we":[93],"propose":[94],"novel":[96],"method":[98,125,175],"learns":[100],"joint":[102],"combines":[106,147],"information.":[111],"This":[112],"mitigates":[113],"need":[115],"two":[122],"spaces.":[123],"Our":[124,144,202],"also":[126],"introduces":[127],"domain":[129,153],"estimates":[132],"whether":[133],"an":[141],"class.":[143],"classifier":[145,154],"then":[146],"class":[149],"discriminator":[150],"with":[151,155],"goal":[157],"reducing":[159],"natural":[161],"bias":[162],"have":[166],"toward":[167],"Experiments":[171],"show":[172],"our":[174],"achieves":[176],"results":[178],"in":[179],"terms":[180],"harmonic":[182],"mean,":[183],"area":[185],"under":[186],"curve":[191],"accuracy":[195],"public":[197],"benchmark":[199],"data":[200],"sets.":[201],"code":[203],"will":[204],"be":[205],"upon":[207],"acceptance":[208],"paper.":[211]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}