{"id":"https://openalex.org/W4416252101","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227671","title":"Advancing Fine-Grained Few-Shot Learning via Human-Centric Visual Cognition","display_name":"Advancing Fine-Grained Few-Shot Learning via Human-Centric Visual Cognition","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4416252101","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227671"},"language":null,"primary_location":{"id":"doi:10.1109/ijcnn64981.2025.11227671","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227671","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5062488263","display_name":"Chaofei Qi","orcid":"https://orcid.org/0000-0003-0528-9475"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chaofei Qi","raw_affiliation_strings":["Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044443292","display_name":"Zhitai Liu","orcid":"https://orcid.org/0000-0002-5533-0774"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhitai Liu","raw_affiliation_strings":["Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100683275","display_name":"Chao Ye","orcid":"https://orcid.org/0000-0003-4472-8936"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Ye","raw_affiliation_strings":["Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024993361","display_name":"Weiyang Lin","orcid":"https://orcid.org/0000-0002-0493-1289"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiyang Lin","raw_affiliation_strings":["Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050453488","display_name":"Jianbin Qiu","orcid":"https://orcid.org/0000-0001-7707-6159"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbin Qiu","raw_affiliation_strings":["Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Research Institute of Intelligent Control and Systems,Harbin,China,150001","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062488263"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18319558,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"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":0.41769999265670776,"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":0.41769999265670776,"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/T11448","display_name":"Face recognition and analysis","score":0.22619999945163727,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.0989999994635582,"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/cognition","display_name":"Cognition","score":0.7368000149726868},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5712000131607056},{"id":"https://openalex.org/keywords/visual-perception","display_name":"Visual perception","score":0.5516999959945679},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.54830002784729},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4593000113964081},{"id":"https://openalex.org/keywords/cognitive-architecture","display_name":"Cognitive architecture","score":0.4424999952316284},{"id":"https://openalex.org/keywords/human-visual-system-model","display_name":"Human visual system model","score":0.4250999987125397},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.36239999532699585}],"concepts":[{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.7368000149726868},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5841000080108643},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5712000131607056},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.5516999959945679},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.54830002784729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47519999742507935},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4593000113964081},{"id":"https://openalex.org/C20854674","wikidata":"https://www.wikidata.org/wiki/Q4386060","display_name":"Cognitive architecture","level":3,"score":0.4424999952316284},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.4250999987125397},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3970000147819519},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.36239999532699585},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.35190001130104065},{"id":"https://openalex.org/C178278151","wikidata":"https://www.wikidata.org/wiki/Q7936607","display_name":"Visual memory","level":3,"score":0.32820001244544983},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3224000036716461},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32019999623298645},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.31630000472068787},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C2778251979","wikidata":"https://www.wikidata.org/wiki/Q7936617","display_name":"Visual processing","level":3,"score":0.30059999227523804},{"id":"https://openalex.org/C2779345533","wikidata":"https://www.wikidata.org/wiki/Q75785","display_name":"Visual cortex","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C2986342778","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Cognitive systems","level":3,"score":0.2612000107765198},{"id":"https://openalex.org/C2777371692","wikidata":"https://www.wikidata.org/wiki/Q2178611","display_name":"Spatial cognition","level":3,"score":0.26030001044273376},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn64981.2025.11227671","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227671","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327001","display_name":"State Key Laboratory of Robotics and System","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2032743424","https://openalex.org/W2098353881","https://openalex.org/W2138011018","https://openalex.org/W2150856297","https://openalex.org/W2156964236","https://openalex.org/W2963070905","https://openalex.org/W2964105864","https://openalex.org/W2979689312","https://openalex.org/W2988501586","https://openalex.org/W3012255272","https://openalex.org/W3035143213","https://openalex.org/W3107763055","https://openalex.org/W3120637139","https://openalex.org/W3163842339","https://openalex.org/W3176341011","https://openalex.org/W3195219609","https://openalex.org/W3201987584","https://openalex.org/W3202483439","https://openalex.org/W3212885208","https://openalex.org/W4211208325","https://openalex.org/W4214562728","https://openalex.org/W4287121509","https://openalex.org/W4304098587","https://openalex.org/W4307340220","https://openalex.org/W4312500832","https://openalex.org/W4312935555","https://openalex.org/W4319163914","https://openalex.org/W4376464610","https://openalex.org/W4382462216","https://openalex.org/W4392152061","https://openalex.org/W4393148571","https://openalex.org/W4396613334","https://openalex.org/W4399039831","https://openalex.org/W4399618244","https://openalex.org/W4403780610","https://openalex.org/W4403780736","https://openalex.org/W4404577141"],"related_works":[],"abstract_inverted_index":{"Significant":[0],"differences":[1],"in":[2,75],"spatial":[3],"structure":[4],"characteristics":[5],"make":[6],"the":[7,41,46,68,108,115,126,138,164],"coarse-grained":[8],"few-shot":[9],"scenarios":[10],"easier":[11],"to":[12,85,106,124],"handle.":[13],"However,":[14],"fine-grained":[15,148],"scenes":[16],"remain":[17],"often":[18],"more":[19],"challenging,":[20],"and":[21,43,50,67,101,110,119,152,158,167],"current":[22],"related":[23],"research":[24],"falls":[25],"far":[26],"short":[27],"of":[28,45,92,114,130,140,170],"human-level":[29],"recognition":[30,57,122],"capabilities.":[31],"To":[32,174],"address":[33],"this":[34,76],"tough":[35],"challenge,":[36],"we":[37,78,135],"get":[38],"inspiration":[39],"by":[40],"structures":[42],"functions":[44],"human":[47,93,116,131],"visual":[48,55,82,88,94],"system,":[49,95],"then":[51],"propose":[52],"a":[53,62,81,120],"human-centric":[54],"cognition":[56,64,70],"framework,":[58,77],"named":[59],"VCRNet,":[60],"including":[61],"shallow":[63],"network":[65,72],"VCRNet-4":[66],"deep":[69],"neural":[71],"VCRNet-12.":[73],"Specifically,":[74],"cleverly":[79],"design":[80],"perception":[83,112],"module":[84,100,105,123],"simulate":[86,107],"powerful":[87],"pathway":[89],"feature":[90],"encoding":[91],"an":[96],"attentional":[97],"regional":[98],"sensing":[99,104],"another":[102],"pixel-level":[103],"structural":[109,165],"shape-detailed":[111],"capabilities":[113],"occipital":[117],"lobe,":[118],"cognitive":[121,128],"emulate":[125],"integrative":[127],"abilities":[129],"frontal":[132],"lobe.":[133],"Ulteriorly,":[134],"have":[136,180],"evaluated":[137],"performances":[139],"our":[141,171,178],"proposed":[142],"methods":[143],"on":[144],"three":[145],"publicly":[146],"available":[147],"benchmarks:":[149],"CUB-200-2011,":[150],"Aircraft-Fewshot,":[151],"Stanford-Cars.":[153],"The":[154],"compelling":[155],"comparative":[156],"experiments":[157],"thoroughly":[159],"justified":[160],"validation":[161],"study":[162],"demonstrate":[163],"excellence":[166],"superior":[168],"performance":[169],"VCRNet":[172],"framework.":[173],"facilitate":[175],"subsequent":[176],"research,":[177],"codes":[179],"been":[181],"available.":[182]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-11-14T00:00:00"}