{"id":"https://openalex.org/W2999026992","doi":"https://doi.org/10.1109/tcds.2020.2965166","title":"Improving the Generalization Ability of Deep Neural Networks for Cross-Domain Visual Recognition","display_name":"Improving the Generalization Ability of Deep Neural Networks for Cross-Domain Visual Recognition","publication_year":2020,"publication_date":"2020-01-09","ids":{"openalex":"https://openalex.org/W2999026992","doi":"https://doi.org/10.1109/tcds.2020.2965166","mag":"2999026992"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2020.2965166","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2020.2965166","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Cognitive and Developmental Systems","raw_type":"journal-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/A5101410890","display_name":"Jianwei Zheng","orcid":"https://orcid.org/0000-0002-4711-6604"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]},{"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":["CN","US"],"is_corresponding":true,"raw_author_name":"Jianwei Zheng","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Illinois at Urbana\u2013Champaign, Urbana, IL, USA","Department of Electronic Engineering, Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Illinois at Urbana\u2013Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Electronic Engineering, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100639051","display_name":"Chao L\u00fc","orcid":"https://orcid.org/0000-0002-6451-8453"},"institutions":[{"id":"https://openalex.org/I2801502357","display_name":"Southern Illinois University System","ror":"https://ror.org/05vz28418","country_code":"US","type":"education","lineage":["https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chao Lu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Southern Illinois University, Cabondale, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Southern Illinois University, Cabondale, IL, USA","institution_ids":["https://openalex.org/I2801502357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053022655","display_name":"Cong Hao","orcid":"https://orcid.org/0000-0002-2541-8767"},"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":false,"raw_author_name":"Cong Hao","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Illinois at Urbana\u2013Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Illinois at Urbana\u2013Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056321228","display_name":"Deming Chen","orcid":"https://orcid.org/0000-0002-3016-0270"},"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":false,"raw_author_name":"Deming Chen","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Illinois at Urbana\u2013Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Illinois at Urbana\u2013Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076044791","display_name":"Donghui Guo","orcid":"https://orcid.org/0000-0001-5915-4088"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Donghui Guo","raw_affiliation_strings":["Department of Electronic Engineering, Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101410890"],"corresponding_institution_ids":["https://openalex.org/I157725225","https://openalex.org/I191208505"],"apc_list":null,"apc_paid":null,"fwci":5.8327,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.96751925,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"13","issue":"3","first_page":"607","last_page":"620"},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9987000226974487,"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/computer-science","display_name":"Computer science","score":0.8869789242744446},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7586702108383179},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7012189626693726},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6696484088897705},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6377815008163452},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6155266761779785},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5912612080574036},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5470364093780518},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.5396087765693665},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.525413990020752},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5182997584342957},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4961422383785248},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4852032959461212},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.47925472259521484},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.46476420760154724},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4458838999271393},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.4121858477592468}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8869789242744446},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7586702108383179},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7012189626693726},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6696484088897705},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6377815008163452},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6155266761779785},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5912612080574036},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5470364093780518},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.5396087765693665},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.525413990020752},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5182997584342957},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4961422383785248},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4852032959461212},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.47925472259521484},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.46476420760154724},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4458838999271393},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4121858477592468},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2020.2965166","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2020.2965166","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5322333180","display_name":null,"funder_award_id":"61836010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G654055922","display_name":null,"funder_award_id":"61274133","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"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W82130502","https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1589326101","https://openalex.org/W1722318740","https://openalex.org/W1731081199","https://openalex.org/W1861492603","https://openalex.org/W2002754212","https://openalex.org/W2031342017","https://openalex.org/W2031489346","https://openalex.org/W2099471712","https://openalex.org/W2099501835","https://openalex.org/W2102605133","https://openalex.org/W2109255472","https://openalex.org/W2115579991","https://openalex.org/W2117539524","https://openalex.org/W2124219775","https://openalex.org/W2144982973","https://openalex.org/W2149933564","https://openalex.org/W2155541015","https://openalex.org/W2155893237","https://openalex.org/W2159291411","https://openalex.org/W2163345210","https://openalex.org/W2163605009","https://openalex.org/W2165698076","https://openalex.org/W2183182206","https://openalex.org/W2193145675","https://openalex.org/W2214409633","https://openalex.org/W2312004824","https://openalex.org/W2473930607","https://openalex.org/W2519284461","https://openalex.org/W2533806771","https://openalex.org/W2549665044","https://openalex.org/W2557728737","https://openalex.org/W2570343428","https://openalex.org/W2593768305","https://openalex.org/W2616287544","https://openalex.org/W2751531187","https://openalex.org/W2755118520","https://openalex.org/W2786808285","https://openalex.org/W2795275057","https://openalex.org/W2796347433","https://openalex.org/W2799657112","https://openalex.org/W2884930120","https://openalex.org/W2950800384","https://openalex.org/W2962823940","https://openalex.org/W2963037989","https://openalex.org/W2963049866","https://openalex.org/W2963603913","https://openalex.org/W2963784072","https://openalex.org/W2964115968","https://openalex.org/W2964185501","https://openalex.org/W3106250896","https://openalex.org/W4293584584","https://openalex.org/W4294375521","https://openalex.org/W4299518610","https://openalex.org/W4320013936","https://openalex.org/W6637618735","https://openalex.org/W6639102338","https://openalex.org/W6682132143","https://openalex.org/W6682778277","https://openalex.org/W6683633756","https://openalex.org/W6684191040","https://openalex.org/W6714138976","https://openalex.org/W6720691552","https://openalex.org/W6743849729","https://openalex.org/W6750227808"],"related_works":["https://openalex.org/W3095487414","https://openalex.org/W2901026139","https://openalex.org/W2970987681","https://openalex.org/W2578444090","https://openalex.org/W3176438653","https://openalex.org/W2963548962","https://openalex.org/W4285236786","https://openalex.org/W2981628807","https://openalex.org/W3012393889","https://openalex.org/W4379875147"],"abstract_inverted_index":{"Feature":[0],"learning":[1,41],"with":[2,95],"deep":[3],"neural":[4],"networks":[5],"(DNNs)":[6],"has":[7],"made":[8],"remarkable":[9],"progress":[10],"in":[11,76,137,162],"recent":[12],"years.":[13],"However,":[14],"its":[15],"data-driven":[16],"nature":[17],"makes":[18],"the":[19,29,47,56,77,83,92,105,109,138,163],"collection":[20],"of":[21,38,50,111,145,165],"labeled":[22,66],"training":[23],"data":[24],"expensive":[25],"or":[26],"impossible":[27],"when":[28],"testing":[30],"domain":[31,57,80],"changes.":[32],"Here,":[33],"we":[34],"propose":[35],"a":[36,101,142,155],"method":[37,72,130],"transferable":[39],"feature":[40],"and":[42,81,119],"instance-level":[43],"adaptation":[44],"to":[45,54,99,133,158],"improve":[46],"generalization":[48,106],"ability":[49,107],"DNNs":[51,88],"so":[52],"as":[53,91],"mitigate":[55],"shift":[58],"challenge":[59],"for":[60],"cross-domain":[61,146,166],"visual":[62],"recognition.":[63],"When":[64],"less":[65],"information":[67],"is":[68,131,148],"available,":[69],"our":[70,96,128],"proposed":[71,97,129],"shows":[73],"attractive":[74],"results":[75,125],"new":[78],"target":[79],"outperforms":[82],"typical":[84],"fine-tuning":[85],"method.":[86],"Two":[87],"are":[89],"chosen":[90],"representatives":[93],"working":[94],"method,":[98],"do":[100],"comprehensive":[102],"study":[103],"about":[104],"on":[108],"tasks":[110],"image-to-image":[112],"transfer,":[113,115],"image-to-video":[114],"multidomain":[116],"image":[117],"classification,":[118],"weakly":[120],"supervised":[121],"detection.":[122,168],"The":[123],"experimental":[124],"show":[126],"that":[127],"superior":[132],"other":[134],"existing":[135],"works":[136],"literature.":[139],"In":[140],"addition,":[141],"large":[143],"scale":[144],"database":[147],"merged":[149],"from":[150],"three":[151],"different":[152,160],"domains,":[153],"providing":[154],"quantitative":[156],"platform":[157],"evaluate":[159],"approaches":[161],"field":[164],"object":[167]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}