{"id":"https://openalex.org/W3167415064","doi":"https://doi.org/10.1109/icme51207.2021.9428132","title":"Differentiable Light-Weight Architecture Search","display_name":"Differentiable Light-Weight Architecture Search","publication_year":2021,"publication_date":"2021-06-09","ids":{"openalex":"https://openalex.org/W3167415064","doi":"https://doi.org/10.1109/icme51207.2021.9428132","mag":"3167415064"},"language":"en","primary_location":{"id":"doi:10.1109/icme51207.2021.9428132","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme51207.2021.9428132","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5042681556","display_name":"Yuxu Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxu Mao","raw_affiliation_strings":["Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046728432","display_name":"Guoqiang Zhong","orcid":"https://orcid.org/0000-0002-2952-6642"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoqiang Zhong","raw_affiliation_strings":["Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115694972","display_name":"Yanan Wang","orcid":"https://orcid.org/0000-0001-7179-4686"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Wang","raw_affiliation_strings":["Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017586544","display_name":"Zhaoyang Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyang Deng","raw_affiliation_strings":["Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China,Department of Computer Science and Technology,Qingdao,China,266100","institution_ids":["https://openalex.org/I59028903"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59028903"],"apc_list":null,"apc_paid":null,"fwci":0.3819,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.65950176,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"abs 2007 16112","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9988999962806702,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9979000091552734,"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/flops","display_name":"FLOPS","score":0.9719253778457642},{"id":"https://openalex.org/keywords/differentiable-function","display_name":"Differentiable function","score":0.7996652126312256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6141653060913086},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.551347017288208},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5059666037559509},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.47562602162361145},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.46753594279289246},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.4221596121788025},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4157394766807556},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.4144541919231415},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.40082037448883057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.379951149225235},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.2866048514842987},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2781550884246826},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11679154634475708},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.0916631817817688}],"concepts":[{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.9719253778457642},{"id":"https://openalex.org/C202615002","wikidata":"https://www.wikidata.org/wiki/Q783507","display_name":"Differentiable function","level":2,"score":0.7996652126312256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6141653060913086},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.551347017288208},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5059666037559509},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.47562602162361145},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.46753594279289246},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.4221596121788025},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4157394766807556},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.4144541919231415},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.40082037448883057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.379951149225235},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.2866048514842987},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2781550884246826},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11679154634475708},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0916631817817688},{"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme51207.2021.9428132","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme51207.2021.9428132","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.44999998807907104}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2279098554","https://openalex.org/W2553303224","https://openalex.org/W2746314669","https://openalex.org/W2922509574","https://openalex.org/W2933980179","https://openalex.org/W2951104886","https://openalex.org/W2951622007","https://openalex.org/W2960010704","https://openalex.org/W2962847160","https://openalex.org/W2963125010","https://openalex.org/W2963446712","https://openalex.org/W2964259004","https://openalex.org/W2965658867","https://openalex.org/W2967733054","https://openalex.org/W2976230769","https://openalex.org/W2981748264","https://openalex.org/W2994749257","https://openalex.org/W3035414587","https://openalex.org/W3082366738","https://openalex.org/W3101662434","https://openalex.org/W3118608800","https://openalex.org/W3173604634","https://openalex.org/W4297775537","https://openalex.org/W4300687381","https://openalex.org/W6676297131","https://openalex.org/W6695314431","https://openalex.org/W6729956949","https://openalex.org/W6737664043","https://openalex.org/W6743428213","https://openalex.org/W6748057086","https://openalex.org/W6752515464","https://openalex.org/W6755633444","https://openalex.org/W6756887525","https://openalex.org/W6757204547","https://openalex.org/W6761996617","https://openalex.org/W6767064347","https://openalex.org/W6781631843","https://openalex.org/W6787972765","https://openalex.org/W7043445564"],"related_works":["https://openalex.org/W4315697128","https://openalex.org/W4285277090","https://openalex.org/W3102845713","https://openalex.org/W2971502891","https://openalex.org/W4327738859","https://openalex.org/W3205506801","https://openalex.org/W4280599700","https://openalex.org/W3183570023","https://openalex.org/W2348722996","https://openalex.org/W3131497135"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,32,62],"propose":[4,63],"a":[5,35,73],"differentiable":[6,80],"light-weight":[7,37,46],"architecture":[8,58,67],"search":[9,15,38,59],"method,":[10,69],"called":[11],"DLWAS.":[12],"It":[13],"can":[14],"for":[16,79],"CNNs":[17],"with":[18,118],"fewer":[19,139],"parameters":[20,50,108,140],"and":[21,44,51,76,104,109,115,141],"floating":[22],"point":[23],"operations":[24],"(FLOP-s)":[25],"while":[26,137],"maintaining":[27],"the":[28,42,49,54,97,119,134],"SOTA":[29,135],"performance.":[30],"Concretely,":[31],"first":[33],"build":[34],"new":[36],"space,":[39],"which":[40,70],"contains":[41],"latest":[43],"effective":[45,65],"operations,":[47],"limiting":[48],"FLOPs":[52,110],"from":[53],"source":[55],"of":[56,91],"neural":[57,66],"(NAS).":[60],"Secondly,":[61],"an":[64,88],"optimization":[68],"results":[71,83],"in":[72],"more":[74],"sparse":[75],"robust":[77],"topology":[78],"NAS.":[81],"Experimental":[82],"show":[84],"that":[85],"DLWAS":[86],"achieves":[87,128],"error":[89],"rate":[90],"2.76%":[92],"on":[93],"CIFAR10":[94],"comparable":[95],"to":[96],"state-of-the-art":[98],"methods,":[99],"using":[100,138],"only":[101],"2.4M":[102],"params":[103],"336M":[105],"FLOPs.":[106,142],"The":[107],"are":[111],"reduced":[112],"by":[113],"30%":[114],"36%":[116],"compared":[117],"closest":[120],"counterpart":[121],"DARTS,":[122],"respectively.":[123],"On":[124],"ImageNet,":[125],"our":[126],"model":[127],"3.2%":[129],"better":[130],"top-1":[131],"accuracy":[132],"than":[133],"MobileNet,":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}