{"id":"https://openalex.org/W4200633401","doi":"https://doi.org/10.1609/aaai.v36i1.19909","title":"TransZero: Attribute-Guided Transformer for Zero-Shot Learning","display_name":"TransZero: Attribute-Guided Transformer for Zero-Shot Learning","publication_year":2022,"publication_date":"2022-06-28","ids":{"openalex":"https://openalex.org/W4200633401","doi":"https://doi.org/10.1609/aaai.v36i1.19909"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v36i1.19909","doi":"https://doi.org/10.1609/aaai.v36i1.19909","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v36i1.19909","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1609/aaai.v36i1.19909","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073242437","display_name":"Shiming Chen","orcid":"https://orcid.org/0000-0002-3670-5294","observed_orcids":["https://orcid.org/0000-0002-3670-5294","https://orcid.org/0000-0001-9633-3392","https://orcid.org/0009-0002-7356-4029"]},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiming Chen","raw_affiliation_strings":["Huazhong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065877047","display_name":"Ziming Hong","orcid":"https://orcid.org/0000-0003-1891-4284","observed_orcids":["https://orcid.org/0000-0003-1891-4284"]},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziming Hong","raw_affiliation_strings":["Huazhong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yang Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Liu","raw_affiliation_strings":["Alibaba Group"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084688255","display_name":"Guo-Sen Xie","orcid":"https://orcid.org/0000-0002-5487-9845","observed_orcids":["https://orcid.org/0000-0002-5487-9845"]},"institutions":[{"id":"https://openalex.org/I4210116052","display_name":"Inception Institute of Artificial Intelligence","ror":"https://ror.org/02664zk40","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210116052"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Guo-Sen Xie","raw_affiliation_strings":["Inception Institute of Artificial Intelligence"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inception Institute of Artificial Intelligence","institution_ids":["https://openalex.org/I4210116052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087131650","display_name":"Baigui Sun","orcid":"https://orcid.org/0000-0001-7722-4748","observed_orcids":["https://orcid.org/0000-0001-7722-4748"]},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baigui Sun","raw_affiliation_strings":["Alibaba Group"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100607010","display_name":"Hao Li","orcid":"https://orcid.org/0000-0001-6786-6501","observed_orcids":["https://orcid.org/0000-0001-6786-6501"]},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Li","raw_affiliation_strings":["Alibaba Group"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069855669","display_name":"Qinmu Peng","orcid":"https://orcid.org/0000-0003-4863-5681","observed_orcids":["https://orcid.org/0000-0003-4863-5681"]},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinmu Peng","raw_affiliation_strings":["Huazhong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072833759","display_name":"Ke L\u00fc","orcid":"https://orcid.org/0000-0003-0176-3088","observed_orcids":["https://orcid.org/0000-0003-0176-3088"]},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Lu","raw_affiliation_strings":["University of Chinese Academy of Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057095711","display_name":"Xinge You","orcid":"https://orcid.org/0000-0003-0607-1777","observed_orcids":["https://orcid.org/0000-0003-0607-1777","https://orcid.org/0000-0002-6227-1346"]},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinge You","raw_affiliation_strings":["Huazhong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":15.7149,"has_fulltext":true,"cited_by_count":175,"citation_normalized_percentile":{"value":0.99437694,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"36","issue":"1","first_page":"330","last_page":"338"},"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":0.9814000129699707,"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":0.9814000129699707,"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":0.007899999618530273,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.005100000184029341,"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/zero-shot-learning","display_name":"zero-shot learning","score":1.0},{"id":"https://openalex.org/keywords/visual-semantic-embedding","display_name":"visual-semantic embedding","score":0.7739999890327454},{"id":"https://openalex.org/keywords/novel-class-detection","display_name":"novel class detection","score":0.6100000143051147}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8046953678131104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7577447891235352},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6831825375556946},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6734790205955505},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.563020646572113},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.5481536388397217},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5201671123504639},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.5097343325614929},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48327523469924927},{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.44019922614097595},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4333896040916443},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42575234174728394},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.329847127199173},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"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/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1609/aaai.v36i1.19909","doi":"https://doi.org/10.1609/aaai.v36i1.19909","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v36i1.19909","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:ojs.aaai.org:article/19909","doi":null,"is_oa":true,"landing_page_url":"https://ojs.aaai.org/index.php/AAAI/article/view/19909","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/19909/19668","source":{"id":"https://openalex.org/S4306400155","display_name":"AAAI Publications (The Association for the Advancement of Artificial Intelligence (AAAI))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801652627","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/I2801652627"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2159-5399","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1609/aaai.v36i1.19909","doi":"https://doi.org/10.1609/aaai.v36i1.19909","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v36i1.19909","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G8764637285","display_name":"\u57fa\u4e8e\u5171\u5f62\u6620\u5c04\u7684\u590d\u6742\u9ad8\u7ef4\u6570\u636e\u7ef4\u6570\u7ea6\u7b80\u7814\u7a76","funder_award_id":"61772220","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":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200633401.pdf","grobid_xml":"https://content.openalex.org/works/W4200633401.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W27961112","https://openalex.org/W2070148066","https://openalex.org/W2128532956","https://openalex.org/W2134270519","https://openalex.org/W2187089797","https://openalex.org/W2250539671","https://openalex.org/W2398118205","https://openalex.org/W2596142952","https://openalex.org/W2626778328","https://openalex.org/W2772366472","https://openalex.org/W2806311723","https://openalex.org/W2902002028","https://openalex.org/W2918695860","https://openalex.org/W2924476266","https://openalex.org/W2948678175","https://openalex.org/W2950626540","https://openalex.org/W2962677366","https://openalex.org/W2962716320","https://openalex.org/W2963846885","https://openalex.org/W2963955422","https://openalex.org/W2963960318","https://openalex.org/W2982407353","https://openalex.org/W2986670728","https://openalex.org/W2990947836","https://openalex.org/W2991813857","https://openalex.org/W2995753487","https://openalex.org/W3002728158","https://openalex.org/W3014124957","https://openalex.org/W3034359780","https://openalex.org/W3034730995","https://openalex.org/W3035284526","https://openalex.org/W3035655772","https://openalex.org/W3037198159","https://openalex.org/W3043840704","https://openalex.org/W3071109023","https://openalex.org/W3094502228","https://openalex.org/W3096741441","https://openalex.org/W3097309192","https://openalex.org/W3102601130","https://openalex.org/W3119997354","https://openalex.org/W3124953418","https://openalex.org/W3143107425","https://openalex.org/W3167939936","https://openalex.org/W3171926364","https://openalex.org/W3176716813","https://openalex.org/W3182605419","https://openalex.org/W3203055845","https://openalex.org/W3214184504","https://openalex.org/W3216466215","https://openalex.org/W6600609147","https://openalex.org/W6682222085","https://openalex.org/W6922505924"],"related_works":["https://openalex.org/W4313123992","https://openalex.org/W4312791158","https://openalex.org/W3188428738","https://openalex.org/W7155186317","https://openalex.org/W3191452491","https://openalex.org/W4386052195","https://openalex.org/W4395056550","https://openalex.org/W4394670071","https://openalex.org/W4402702970","https://openalex.org/W3044948395"],"abstract_inverted_index":{"Zero-shot":[0],"learning":[1],"(ZSL)":[2],"aims":[3],"to":[4,15,53,83,104,141,148],"recognize":[5],"novel":[6],"classes":[7,14],"by":[8,121],"transferring":[9],"semantic":[10,160,168],"knowledge":[11,19],"from":[12,22,151],"seen":[13],"unseen":[16],"ones.":[17],"Semantic":[18],"is":[20],"learned":[21],"attribute":[23,37,66,86,159],"descriptions":[24],"shared":[25],"between":[26,109],"different":[27],"classes,":[28],"which":[29],"are":[30,71,170,197],"strong":[31],"prior":[32],"for":[33,38,88,172],"localization":[34,67,87],"of":[35,68,118,158],"object":[36],"representing":[39],"discriminative":[40,65,89],"region":[41,56,129],"features":[42,57,70,120,166],"enabling":[43],"significant":[44],"visual-semantic":[45,90,139,175,179],"interaction.":[46],"Although":[47],"few":[48],"attention-based":[49],"models":[50],"have":[51],"attempted":[52],"learn":[54,84,132],"such":[55],"in":[58,93,177],"a":[59,100,138,152,178,188],"single":[60],"image,":[61],"the":[62,85,106,116,123,143,156,163],"transferability":[63,117],"and":[64,111,114,167],"visual":[69,119,134,165],"typically":[72],"neglected.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77],"propose":[78],"an":[79],"attribute-guided":[80],"Transformer":[81],"network":[82],"embedding":[91,180],"representations":[92],"ZSL,":[94],"termed":[95],"TransZero.":[96],"Specifically,":[97],"TransZero":[98,136,186],"takes":[99],"feature":[101],"augmentation":[102],"encoder":[103],"alleviate":[105],"cross-dataset":[107],"bias":[108],"ImageNet":[110],"ZSL":[112,193],"benchmarks":[113],"improve":[115],"reducing":[122],"entangled":[124],"relative":[125],"geometry":[126],"relationships":[127],"among":[128],"features.":[130],"To":[131],"locality-augmented":[133,164],"features,":[135],"employs":[137],"decoder":[140],"localize":[142],"most":[144],"relevant":[145],"image":[146,154],"regions":[147],"each":[149],"attributes":[150],"given":[153],"under":[155],"guidance":[157],"information.":[161],"Then,":[162],"vectors":[169],"used":[171],"conducting":[173],"effective":[174],"interaction":[176],"network.":[181],"Extensive":[182],"experiments":[183],"show":[184],"that":[185],"achieves":[187],"new":[189],"state-of-the-art":[190],"on":[191],"three":[192],"benchmarks.":[194],"The":[195],"codes":[196],"available":[198],"at:":[199],"https://github.com/shiming-chen/TransZero.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":25},{"year":2025,"cited_by_count":43},{"year":2024,"cited_by_count":63},{"year":2023,"cited_by_count":34},{"year":2022,"cited_by_count":10}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-12-31T00:00:00"}
