{"id":"https://openalex.org/W4413678102","doi":"https://doi.org/10.1109/tpami.2025.3597668","title":"Learning Dual-Stream Conditional Concepts in Compositional Zero-Shot Learning","display_name":"Learning Dual-Stream Conditional Concepts in Compositional Zero-Shot Learning","publication_year":2025,"publication_date":"2025-08-26","ids":{"openalex":"https://openalex.org/W4413678102","doi":"https://doi.org/10.1109/tpami.2025.3597668","pmid":"https://pubmed.ncbi.nlm.nih.gov/40857183"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3597668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3597668","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101580179","display_name":"Qingsheng Wang","orcid":"https://orcid.org/0000-0002-7080-0105"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingsheng Wang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-7080-0105","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070976480","display_name":"Lingqiao Liu","orcid":"https://orcid.org/0000-0003-3584-795X"},"institutions":[{"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":"Lingqiao Liu","raw_affiliation_strings":["School of Computer Science, University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3584-795X","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101867737","display_name":"Chenchen Jing","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenchen Jing","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Peng Wang","orcid":"https://orcid.org/0000-0002-9218-9132"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Wang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-9218-9132","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yanning Zhang","orcid":"https://orcid.org/0000-0002-2977-8057"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanning Zhang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Computer Science, Northwestern Polytechnical University, Xi&#x0027;an, Shanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-2977-8057","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x0027;an, Shanxi, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006294869","display_name":"Chunhua Shen","orcid":"https://orcid.org/0000-0002-8648-8718"},"institutions":[{"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"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Chunhua Shen","raw_affiliation_strings":["School of Computer Science, University of Adelaide, Adelaide, SA, Australia","Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.214,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.84899272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"47","issue":"11","first_page":"10076","last_page":"10093"},"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":0.9763000011444092,"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":0.9763000011444092,"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/T12439","display_name":"Dental Research and COVID-19","score":0.9345999956130981,"subfield":{"id":"https://openalex.org/subfields/3500","display_name":"General Dentistry"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6608535051345825},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6426504254341125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.611736536026001},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.5535992980003357},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.42238110303878784},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.4123947322368622},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3691314160823822},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36787283420562744}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6608535051345825},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6426504254341125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.611736536026001},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.5535992980003357},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.42238110303878784},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.4123947322368622},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3691314160823822},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36787283420562744},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2025.3597668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3597668","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40857183","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40857183","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1948251820","https://openalex.org/W2093848332","https://openalex.org/W2156406284","https://openalex.org/W2194775991","https://openalex.org/W2250539671","https://openalex.org/W2400717490","https://openalex.org/W2493916176","https://openalex.org/W2610366607","https://openalex.org/W2736809457","https://openalex.org/W2889167066","https://openalex.org/W2963518342","https://openalex.org/W2963814162","https://openalex.org/W2986385672","https://openalex.org/W3034862692","https://openalex.org/W3035084814","https://openalex.org/W3158711590","https://openalex.org/W3159481202","https://openalex.org/W3162332195","https://openalex.org/W3164354101","https://openalex.org/W3172112830","https://openalex.org/W3189076762","https://openalex.org/W3198377975","https://openalex.org/W3207076160","https://openalex.org/W3207547653","https://openalex.org/W4281722009","https://openalex.org/W4292974991","https://openalex.org/W4312310776","https://openalex.org/W4312400874","https://openalex.org/W4312539810","https://openalex.org/W4312578829","https://openalex.org/W4315606144","https://openalex.org/W4319299836","https://openalex.org/W4320713198","https://openalex.org/W4382240738","https://openalex.org/W4385245566","https://openalex.org/W4385767718","https://openalex.org/W4386065780","https://openalex.org/W4386065859","https://openalex.org/W4386076688","https://openalex.org/W4387449204","https://openalex.org/W4390871932","https://openalex.org/W4390873075","https://openalex.org/W4393149562","https://openalex.org/W4393154971","https://openalex.org/W4394597571"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W2806221744","https://openalex.org/W2958550830","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W4294892107","https://openalex.org/W2357748469"],"abstract_inverted_index":{"Compositional":[0],"Zero-Shot":[1],"Learning":[2],"(CZSL)":[3],"aims":[4],"to":[5,22,81,114,147],"recognize":[6],"unseen":[7],"compositional":[8],"concepts":[9,51],"composed":[10],"of":[11,16,19,62,74,170,192],"seen":[12],"single":[13],"concepts.":[14],"One":[15],"the":[17,56,72,75,83,90,109,116,124,130,153,156,167,171,177,190],"problems":[18],"CZSL":[20,187],"is":[21,79,134],"model":[23],"attributes":[24,63],"interacting":[25,30],"with":[26,31],"objects":[27,29,65],"and":[28,41,59,64,86,93,123],"attributes.":[32],"In":[33,152],"this":[34,39],"work,":[35],"we":[36,69,112],"focus":[37],"on":[38,186],"problem":[40],"propose":[42,113],"Dual-Stream":[43],"Conditional":[44],"Network":[45],"(DSCNet)":[46],"that":[47,71],"learns":[48],"dual-stream":[49],"conditional":[50,57,149,157],"as":[52,129],"a":[53,143],"solution,":[54],"where":[55],"visual":[58,127,154,161,182],"semantic":[60,110,121,140,144,150,168],"embeddings":[61,141,162],"are":[66,163],"learned.":[67],"First,":[68],"argue":[70],"condition":[73],"attribute":[76,92,105,120,158,175,179],"or":[77,89,106,119,159,174,180],"object":[78,85,118,160,173,181],"supposed":[80],"contain":[82],"recognized":[84,91,117,172],"input":[87,94,125],"image,":[88],"image.":[95],"Next,":[96],"for":[97],"each":[98],"concept":[99,139],"which":[100,133],"can":[101],"either":[102],"be":[103],"an":[104],"object,":[107],"in":[108],"stream,":[111,155],"encode":[115],"features":[122,128,169],"image":[126],"encoded":[131],"condition,":[132],"then":[135],"injected":[136],"into":[137,176],"all":[138],"by":[142,165],"cross":[145],"encoder":[146],"acquire":[148],"embeddings.":[151],"acquired":[164],"injecting":[166],"mapped":[178],"features.":[183],"Experimental":[184],"results":[185],"benchmarks":[188],"demonstrate":[189],"superiority":[191],"our":[193],"proposed":[194],"method.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
