{"id":"https://openalex.org/W3097702032","doi":"https://doi.org/10.1109/icassp43922.2022.9746346","title":"Data Agnostic Filter Gating For Efficient Deep Networks","display_name":"Data Agnostic Filter Gating For Efficient Deep Networks","publication_year":2022,"publication_date":"2022-04-27","ids":{"openalex":"https://openalex.org/W3097702032","doi":"https://doi.org/10.1109/icassp43922.2022.9746346","mag":"3097702032"},"language":"en","primary_location":{"id":"doi:10.1109/icassp43922.2022.9746346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp43922.2022.9746346","pdf_url":null,"source":{"id":"https://openalex.org/S4363607702","display_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5101813724","display_name":"Hongyan Xu","orcid":"https://orcid.org/0000-0001-7075-4412"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Hongyan Xu","raw_affiliation_strings":["University of New South Wales,School of Computer Science and Engineering,Australia","Data61, The Commonwealth Scientific and Industrial Research Organisation (CSIRO)","School of Computer Science and Engineering, University of New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Computer Science and Engineering,Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"Data61, The Commonwealth Scientific and Industrial Research Organisation (CSIRO)","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011334334","display_name":"Xiu Su","orcid":"https://orcid.org/0000-0002-9863-5404"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiu Su","raw_affiliation_strings":["University of Sydney,School of Computer Science, Faculty of Engineering,Australia","School of Computer Science, Faculty of Engineering, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,School of Computer Science, Faculty of Engineering,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science, Faculty of Engineering, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083588442","display_name":"Shan You","orcid":"https://orcid.org/0000-0003-1964-0430"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan You","raw_affiliation_strings":["SenseTime Research","Department of Automation, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Institute for Artificial Intelligence, Tsinghua University (THUAI)"],"affiliations":[{"raw_affiliation_string":"SenseTime Research","institution_ids":[]},{"raw_affiliation_string":"Department of Automation, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Institute for Artificial Intelligence, Tsinghua University (THUAI)","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100767738","display_name":"Tao Huang","orcid":"https://orcid.org/0000-0002-8098-8906"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tao Huang","raw_affiliation_strings":["SenseTime Research"],"affiliations":[{"raw_affiliation_string":"SenseTime Research","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100455788","display_name":"Fei Wang","orcid":"https://orcid.org/0000-0002-1024-5867"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fei Wang","raw_affiliation_strings":["SenseTime Research"],"affiliations":[{"raw_affiliation_string":"SenseTime Research","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100657544","display_name":"Chen Qian","orcid":"https://orcid.org/0000-0002-8761-5563"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen Qian","raw_affiliation_strings":["SenseTime Research"],"affiliations":[{"raw_affiliation_string":"SenseTime Research","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065063835","display_name":"Changshui Zhang","orcid":"https://orcid.org/0000-0002-8088-367X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Changshui Zhang","raw_affiliation_strings":["SenseTime Research"],"affiliations":[{"raw_affiliation_string":"SenseTime Research","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001529504","display_name":"Chang Xu","orcid":"https://orcid.org/0000-0002-4756-0609"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chang Xu","raw_affiliation_strings":["University of Sydney,School of Computer Science, Faculty of Engineering,Australia","School of Computer Science, Faculty of Engineering, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,School of Computer Science, Faculty of Engineering,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science, Faculty of Engineering, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053719139","display_name":"Dadong Wang","orcid":"https://orcid.org/0000-0003-0409-2259"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dadong Wang","raw_affiliation_strings":["The Commonwealth Scientific and Industrial Research Organisation (CSIRO),Data61","Data61, The Commonwealth Scientific and Industrial Research Organisation (CSIRO)"],"affiliations":[{"raw_affiliation_string":"The Commonwealth Scientific and Industrial Research Organisation (CSIRO),Data61","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"Data61, The Commonwealth Scientific and Industrial Research Organisation (CSIRO)","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055952724","display_name":"Arcot Sowmya","orcid":"https://orcid.org/0000-0001-9236-5063"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Arcot Sowmya","raw_affiliation_strings":["University of New South Wales,School of Computer Science and Engineering,Australia","School of Computer Science and Engineering, University of New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Computer Science and Engineering,Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5101813724"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I31746571","https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":0.2399,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.55097676,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"8","issue":null,"first_page":"3503","last_page":"3507"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9991000294685364,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9984999895095825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.8363057374954224},{"id":"https://openalex.org/keywords/flops","display_name":"FLOPS","score":0.8134756684303284},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7366202473640442},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.6613799333572388},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5193401575088501},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5154095888137817},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5037993788719177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4711571931838989},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4674552083015442},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4477975070476532},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4232110381126404},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4110533893108368},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.20400163531303406},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.10874637961387634}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.8363057374954224},{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.8134756684303284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7366202473640442},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.6613799333572388},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5193401575088501},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5154095888137817},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5037993788719177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4711571931838989},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4674552083015442},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4477975070476532},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4232110381126404},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4110533893108368},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.20400163531303406},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.10874637961387634},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp43922.2022.9746346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp43922.2022.9746346","pdf_url":null,"source":{"id":"https://openalex.org/S4363607702","display_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2045798132","https://openalex.org/W2167215970","https://openalex.org/W2194775991","https://openalex.org/W2743289088","https://openalex.org/W2789007410","https://openalex.org/W2799197246","https://openalex.org/W2806990599","https://openalex.org/W2808168148","https://openalex.org/W2884751099","https://openalex.org/W2887500939","https://openalex.org/W2928560789","https://openalex.org/W2940478336","https://openalex.org/W2947681860","https://openalex.org/W2949961122","https://openalex.org/W2951569836","https://openalex.org/W2951977814","https://openalex.org/W2952432176","https://openalex.org/W2955904076","https://openalex.org/W2959934193","https://openalex.org/W2963094099","https://openalex.org/W2963163009","https://openalex.org/W2963363373","https://openalex.org/W2963382930","https://openalex.org/W2963420686","https://openalex.org/W2963452728","https://openalex.org/W2963908722","https://openalex.org/W2964233199","https://openalex.org/W2964266063","https://openalex.org/W2964299589","https://openalex.org/W2970632972","https://openalex.org/W2984618279","https://openalex.org/W2995999070","https://openalex.org/W2996319087","https://openalex.org/W2997300524","https://openalex.org/W2998583092","https://openalex.org/W3003375694","https://openalex.org/W3011514561","https://openalex.org/W3016447038","https://openalex.org/W3028304412","https://openalex.org/W3035189477","https://openalex.org/W3038815964","https://openalex.org/W3044919273","https://openalex.org/W3093155142","https://openalex.org/W3127492156","https://openalex.org/W3168298428","https://openalex.org/W3171937351","https://openalex.org/W3173966474","https://openalex.org/W3177462300","https://openalex.org/W6637373629","https://openalex.org/W6751913510","https://openalex.org/W6755034786","https://openalex.org/W6761890098","https://openalex.org/W6763381322","https://openalex.org/W6790273475","https://openalex.org/W6796873215","https://openalex.org/W6797985667"],"related_works":["https://openalex.org/W4382323155","https://openalex.org/W4315697128","https://openalex.org/W3205506801","https://openalex.org/W2971502891","https://openalex.org/W4287067436","https://openalex.org/W4280599700","https://openalex.org/W3183570023","https://openalex.org/W3102845713","https://openalex.org/W3005814217","https://openalex.org/W3092292339"],"abstract_inverted_index":{"Filter":[0],"pruning":[1,23,74,86,113,131],"is":[2],"essential":[3],"for":[4],"deploying":[5],"a":[6,15,71,99],"well-trained":[7],"CNN":[8],"model":[9],"on":[10,27,43,121],"edge":[11],"computation":[12,17],"devices":[13],"with":[14,40,87,98],"target":[16,117],"budget":[18],"(e.g.,":[19],"FLOPs).":[20],"Current":[21],"filter":[22,73,130],"methods":[24],"mainly":[25],"focus":[26],"leveraging":[28],"feature":[29],"maps":[30],"to":[31,58,84,94,110],"analyze":[32],"the":[33,44,47,53,64,88,116,128,134],"importance":[34],"of":[35,46,55],"filters,":[36],"and":[37,123],"prune":[38,96],"those":[39],"less":[41],"impact":[42],"value":[45],"CNN\u2019s":[48],"loss":[49],"function,":[50],"thereby":[51],"ignoring":[52],"variance":[54],"input":[56],"batches":[57],"differences":[59],"in":[60],"sparse":[61],"structure":[62],"over":[63],"filters.":[65],"In":[66],"this":[67],"paper,":[68],"we":[69,103],"propose":[70],"data-agnostic":[72],"method":[75,132],"that":[76,127],"uses":[77],"an":[78,105],"auxiliary":[79],"network":[80],"named":[81],"Dagger":[82],"module":[83],"induce":[85],"pre-trained":[89],"weights":[90],"as":[91],"input.":[92],"Besides,":[93],"help":[95],"filters":[97,114],"preset":[100],"FLOPs":[101],"constraint,":[102],"utilize":[104],"explicit":[106],"FLOPs-aware":[107],"regularisation":[108],"mechanism":[109],"directly":[111],"promote":[112],"toward":[115],"FLOPs.":[118],"Experimental":[119],"results":[120],"CIFAR-10":[122],"ImageNet":[124],"datasets":[125],"show":[126],"proposed":[129],"surpasses":[133],"state-of-the-art.":[135]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
