{"id":"https://openalex.org/W3039041203","doi":"https://doi.org/10.1109/tcsvt.2022.3175762","title":"Weight-Dependent Gates for Network Pruning","display_name":"Weight-Dependent Gates for Network Pruning","publication_year":2022,"publication_date":"2022-05-17","ids":{"openalex":"https://openalex.org/W3039041203","doi":"https://doi.org/10.1109/tcsvt.2022.3175762","mag":"3039041203"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2022.3175762","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2022.3175762","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2007.02066","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100369235","display_name":"Yun Li","orcid":"https://orcid.org/0000-0003-1490-2657"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Li","raw_affiliation_strings":["Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-1490-2657","affiliations":[{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085241696","display_name":"Zechun Liu","orcid":"https://orcid.org/0000-0001-5856-2506"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zechun Liu","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0001-5856-2506","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055808493","display_name":"Weiqun Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqun Wu","raw_affiliation_strings":["Department of Big Data and Software Engineering, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Big Data and Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103158913","display_name":"Haotian Yao","orcid":"https://orcid.org/0009-0002-3025-3773"},"institutions":[{"id":"https://openalex.org/I4401726805","display_name":"Megvii (China)","ror":"https://ror.org/040b32p69","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726805"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haotian Yao","raw_affiliation_strings":["Megvii Inc., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Megvii Inc., Beijing, China","institution_ids":["https://openalex.org/I4401726805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362465","display_name":"Xiangyu Zhang","orcid":"https://orcid.org/0000-0003-2138-4608"},"institutions":[{"id":"https://openalex.org/I4401726805","display_name":"Megvii (China)","ror":"https://ror.org/040b32p69","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726805"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Zhang","raw_affiliation_strings":["Megvii Inc., Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2138-4608","affiliations":[{"raw_affiliation_string":"Megvii Inc., Beijing, China","institution_ids":["https://openalex.org/I4401726805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116644744","display_name":"Chi Zhang","orcid":"https://orcid.org/0009-0000-2738-2131"},"institutions":[{"id":"https://openalex.org/I4401726805","display_name":"Megvii (China)","ror":"https://ror.org/040b32p69","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726805"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chi Zhang","raw_affiliation_strings":["Megvii Inc., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Megvii Inc., Beijing, China","institution_ids":["https://openalex.org/I4401726805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100702382","display_name":"Baoqun Yin","orcid":"https://orcid.org/0000-0002-5225-4729"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoqun Yin","raw_affiliation_strings":["Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5661,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.83498983,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"32","issue":"10","first_page":"6941","last_page":"6954"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","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"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9958999752998352,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9944000244140625,"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/pruning","display_name":"Pruning","score":0.7337558269500732},{"id":"https://openalex.org/keywords/flops","display_name":"FLOPS","score":0.7157294750213623},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7053515315055847},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5896203517913818},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.44023895263671875},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.42548564076423645},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.42129141092300415},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3982025682926178},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.30032017827033997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2833278775215149},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2348760962486267},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.18247956037521362}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7337558269500732},{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.7157294750213623},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7053515315055847},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5896203517913818},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.44023895263671875},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.42548564076423645},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.42129141092300415},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3982025682926178},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.30032017827033997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2833278775215149},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2348760962486267},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.18247956037521362},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tcsvt.2022.3175762","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2022.3175762","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2007.02066","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2007.02066","pdf_url":"https://arxiv.org/pdf/2007.02066","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-118312","is_oa":false,"landing_page_url":"http://lbdiscover.ust.hk/uresolver?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rfr_id=info:sid/HKUST:SPI&rft.genre=article&rft.issn=1051-8215&rft.volume=&rft.issue=&rft.date=2022&rft.spage=1&rft.aulast=Li&rft.aufirst=&rft.atitle=Weight-dependent+Gates+for+Network+Pruning&rft.title=IEEE+Transactions+on+Circuits+and+Systems+for+Video+Technology","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2007.02066","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2007.02066","pdf_url":"https://arxiv.org/pdf/2007.02066","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G668992079","display_name":null,"funder_award_id":"62133013","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":102,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1821462560","https://openalex.org/W1903029394","https://openalex.org/W1935978687","https://openalex.org/W2102605133","https://openalex.org/W2108598243","https://openalex.org/W2161758346","https://openalex.org/W2194775991","https://openalex.org/W2300242332","https://openalex.org/W2319920447","https://openalex.org/W2471138382","https://openalex.org/W2547875792","https://openalex.org/W2552391848","https://openalex.org/W2612445135","https://openalex.org/W2754084392","https://openalex.org/W2798275680","https://openalex.org/W2807961551","https://openalex.org/W2808168148","https://openalex.org/W2883111419","https://openalex.org/W2886851211","https://openalex.org/W2887447938","https://openalex.org/W2889402930","https://openalex.org/W2905741102","https://openalex.org/W2924515500","https://openalex.org/W2928560789","https://openalex.org/W2944355599","https://openalex.org/W2945908221","https://openalex.org/W2948634622","https://openalex.org/W2949941638","https://openalex.org/W2952165242","https://openalex.org/W2952432176","https://openalex.org/W2962851801","https://openalex.org/W2962861284","https://openalex.org/W2962965870","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963363373","https://openalex.org/W2963382930","https://openalex.org/W2963766446","https://openalex.org/W2963918968","https://openalex.org/W2964233199","https://openalex.org/W2964259004","https://openalex.org/W2964266063","https://openalex.org/W2964299589","https://openalex.org/W2965862774","https://openalex.org/W2966256598","https://openalex.org/W2967733054","https://openalex.org/W2968019134","https://openalex.org/W2972617918","https://openalex.org/W2976540144","https://openalex.org/W2980137827","https://openalex.org/W2984618279","https://openalex.org/W2987878254","https://openalex.org/W2997614040","https://openalex.org/W3000557999","https://openalex.org/W3028151507","https://openalex.org/W3028304412","https://openalex.org/W3034507411","https://openalex.org/W3034513523","https://openalex.org/W3034674511","https://openalex.org/W3035377608","https://openalex.org/W3035807818","https://openalex.org/W3049198277","https://openalex.org/W3088144810","https://openalex.org/W3096533519","https://openalex.org/W3100837220","https://openalex.org/W3101962329","https://openalex.org/W3118608800","https://openalex.org/W3127152723","https://openalex.org/W3127585249","https://openalex.org/W3168317852","https://openalex.org/W3173799170","https://openalex.org/W3180849877","https://openalex.org/W3181161645","https://openalex.org/W3185811833","https://openalex.org/W3193895134","https://openalex.org/W3194423521","https://openalex.org/W3196865505","https://openalex.org/W3201057869","https://openalex.org/W3208113647","https://openalex.org/W3211730381","https://openalex.org/W4213016094","https://openalex.org/W4214929894","https://openalex.org/W4220897963","https://openalex.org/W4226064771","https://openalex.org/W4239072543","https://openalex.org/W4295262505","https://openalex.org/W4297775537","https://openalex.org/W4297813615","https://openalex.org/W4308537158","https://openalex.org/W6637373629","https://openalex.org/W6677580257","https://openalex.org/W6684089856","https://openalex.org/W6693397755","https://openalex.org/W6726275242","https://openalex.org/W6729448088","https://openalex.org/W6737664043","https://openalex.org/W6756887525","https://openalex.org/W6757036269","https://openalex.org/W6763207085","https://openalex.org/W6787972765","https://openalex.org/W6802984017"],"related_works":["https://openalex.org/W4315697128","https://openalex.org/W3102845713","https://openalex.org/W2971502891","https://openalex.org/W3205506801","https://openalex.org/W4280599700","https://openalex.org/W3183570023","https://openalex.org/W4382323155","https://openalex.org/W2016508734","https://openalex.org/W4287067436","https://openalex.org/W3005814217"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"a":[3,70,104,108],"simple":[4],"yet":[5],"effective":[6],"network":[7,66,106],"pruning":[8,18,20,30,97],"framework":[9],"is":[10,74],"proposed":[11,90,119],"to":[12,45,56,76,130],"simultaneously":[13],"address":[14],"the":[15,29,35,47,60,65,78,89,115,118],"problems":[16],"of":[17,83,117],"indicator,":[19],"ratio,":[21],"and":[22,38,52,102,124],"efficiency":[23,68],"constraint.":[24],"This":[25],"paper":[26],"argues":[27],"that":[28],"decision":[31],"should":[32],"depend":[33],"on":[34,121,139],"convolutional":[36],"weights,":[37],"thus":[39],"proposes":[40],"novel":[41],"weight-dependent":[42],"gates":[43,55],"(W-Gates)":[44],"learn":[46],"information":[48],"from":[49],"filter":[50,96],"weights":[51],"obtain":[53],"binary":[54],"prune":[57,64],"or":[58,81],"keep":[59],"filters":[61],"automatically.":[62],"To":[63],"under":[67],"constraints,":[69],"switchable":[71],"Efficiency":[72,91],"Module":[73],"constructed":[75],"predict":[77],"hardware":[79,137],"latency":[80,138],"FLOPs":[82],"candidate":[84],"pruned":[85],"networks.":[86],"Combined":[87],"with":[88,107,135,142],"Module,":[92],"W-Gates":[93,145],"can":[94],"perform":[95],"in":[98],"an":[99],"efficiency-aware":[100],"manner":[101],"achieve":[103],"compact":[105],"better":[109],"accuracy-efficiency":[110],"trade-off.":[111],"We":[112],"have":[113],"demonstrated":[114],"effectiveness":[116],"method":[120],"ResNet34,":[122],"ResNet50,":[123],"MobileNet":[125],"V2,":[126],"respectively":[127],"achieving":[128],"up":[129],"1.33/1.28/1.1":[131],"higher":[132],"Top-1":[133],"accuracy":[134],"lower":[136],"ImageNet.":[140],"Compared":[141],"state-of-the-art":[143],"methods,":[144],"also":[146],"achieves":[147],"superior":[148],"performance.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}