{"id":"https://openalex.org/W4376607772","doi":"https://doi.org/10.1109/tcds.2023.3274177","title":"A Unified Search Framework for Data Augmentation and Neural Architecture on Small-Scale Image Data Sets","display_name":"A Unified Search Framework for Data Augmentation and Neural Architecture on Small-Scale Image Data Sets","publication_year":2023,"publication_date":"2023-05-15","ids":{"openalex":"https://openalex.org/W4376607772","doi":"https://doi.org/10.1109/tcds.2023.3274177"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2023.3274177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2023.3274177","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/A5100326957","display_name":"Jianwei Zhang","orcid":"https://orcid.org/0000-0001-8739-9795"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianwei Zhang","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-8739-9795","affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037608200","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-9702-6738"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-9702-6738","affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101459856","display_name":"Dong Li","orcid":"https://orcid.org/0000-0002-8766-500X"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Li","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8766-500X","affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052955491","display_name":"Lituan Wang","orcid":"https://orcid.org/0000-0002-5920-787X"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lituan Wang","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-5920-787X","affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100326957"],"corresponding_institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210125143"],"apc_list":null,"apc_paid":null,"fwci":1.1775,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.80606092,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"16","issue":"2","first_page":"501","last_page":"510"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9991000294685364,"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":0.9987000226974487,"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"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9973999857902527,"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":0.865683376789093},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5381719470024109},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5348191857337952},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46532270312309265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4065750241279602},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3679012656211853},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.345694363117218}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.865683376789093},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5381719470024109},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5348191857337952},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46532270312309265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4065750241279602},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3679012656211853},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.345694363117218},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2023.3274177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2023.3274177","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":[{"display_name":"Partnerships for the goals","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G2445850327","display_name":null,"funder_award_id":"62025601","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":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W2149298154","https://openalex.org/W2194775991","https://openalex.org/W2548228487","https://openalex.org/W2553303224","https://openalex.org/W2746314669","https://openalex.org/W2905181441","https://openalex.org/W2917610807","https://openalex.org/W2927780566","https://openalex.org/W2949264490","https://openalex.org/W2949736877","https://openalex.org/W2951104886","https://openalex.org/W2954996726","https://openalex.org/W2962847160","https://openalex.org/W2963150697","https://openalex.org/W2964024268","https://openalex.org/W2965658867","https://openalex.org/W2972830778","https://openalex.org/W2996409713","https://openalex.org/W2998279916","https://openalex.org/W3025784899","https://openalex.org/W3034764953","https://openalex.org/W3035682985","https://openalex.org/W3047916742","https://openalex.org/W3095948197","https://openalex.org/W3096533519","https://openalex.org/W3107129693","https://openalex.org/W3107893198","https://openalex.org/W3112557529","https://openalex.org/W3164330620","https://openalex.org/W3170741020","https://openalex.org/W3171873561","https://openalex.org/W3202213316","https://openalex.org/W3206752670","https://openalex.org/W4205943891","https://openalex.org/W4285097858","https://openalex.org/W4288104345","https://openalex.org/W4300687381","https://openalex.org/W6678100781","https://openalex.org/W6685961532","https://openalex.org/W6730091202","https://openalex.org/W6733065090","https://openalex.org/W6734593296","https://openalex.org/W6743428213","https://openalex.org/W6748057086","https://openalex.org/W6752515464","https://openalex.org/W6753344092","https://openalex.org/W6757204547","https://openalex.org/W6761333917","https://openalex.org/W6762334975","https://openalex.org/W6762619590","https://openalex.org/W6767994309","https://openalex.org/W6768753249","https://openalex.org/W6771784742"],"related_works":["https://openalex.org/W2588198209","https://openalex.org/W1909006023","https://openalex.org/W3200723557","https://openalex.org/W4205824991","https://openalex.org/W4312713546","https://openalex.org/W2362195430","https://openalex.org/W2347494122","https://openalex.org/W2567983276","https://openalex.org/W2802298219","https://openalex.org/W2393996461"],"abstract_inverted_index":{"Data":[0],"augmentation":[1,27,32,37,119,137],"is":[2,89],"an":[3,76,83],"effective":[4],"technique":[5],"to":[6,62],"enrich":[7],"the":[8,14,81,93,105,126,149,169,173,181],"training":[9],"data\u2019s":[10],"diversity":[11],"and":[12,120,139,168,177,184],"reduce":[13],"risk":[15],"of":[16,148,160],"overfitting.":[17],"However,":[18],"different":[19],"data":[20,31,60,71,95,118,162],"sets":[21,163],"have":[22,154],"distinct":[23],"preferences":[24],"on":[25,57,157],"various":[26],"techniques.":[28],"Recently,":[29],"automated":[30],"(auto-augmentation),":[33],"which":[34,54],"could":[35,142],"engineer":[36],"policy":[38,66,106,138],"automatically,":[39],"drew":[40],"a":[41,49,58,64,101,113,133,158],"growing":[42],"interest.":[43],"Previous":[44],"auto-augmentation":[45,183],"methods":[46],"usually":[47,74],"utilize":[48],"density":[50],"matching":[51],"(DM)":[52],"strategy,":[53],"highly":[55],"depends":[56],"large":[59],"scale":[61],"ensure":[63],"precise":[65],"evaluation.":[67],"When":[68],"facing":[69],"small-scale":[70],"sets,":[72],"it":[73],"achieves":[75],"inferior":[77],"performance.":[78],"To":[79],"address":[80],"problem,":[82],"improved":[84],"method":[85],"named":[86],"Augmented":[87,175],"DM":[88,176],"proposed":[90,174],"by":[91,124],"augmenting":[92],"train":[94],"with":[96,129,164],"policies":[97],"uniformly":[98],"sampled":[99],"from":[100],"prior":[102],"distribution,":[103],"making":[104],"evaluation":[107],"more":[108],"precise.":[109],"Moreover,":[110],"we":[111],"propose":[112],"unified":[114],"search":[115,127,150],"framework":[116],"for":[117],"neural":[121,140],"architecture":[122,141],"(USAA)":[123],"formulating":[125],"processes":[128],"one":[130,146],"formulation.":[131],"As":[132],"result,":[134],"both":[135],"optimal":[136],"be":[143],"obtained":[144],"within":[145],"round":[147],"process.":[151],"Extensive":[152],"experiments":[153],"been":[155],"conducted":[156],"bag":[159],"medical":[161],"general":[165],"small":[166],"scales,":[167],"results":[170],"show":[171],"that":[172],"USAA":[178],"can":[179],"outperform":[180],"state-of-the-art":[182],"AutoML":[185],"approaches,":[186],"respectively.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
