{"id":"https://openalex.org/W4313020838","doi":"https://doi.org/10.1109/access.2022.3232566","title":"A Channel Pruning Optimization With Layer-Wise Sensitivity in a Single-Shot Manner Under Computational Constraints","display_name":"A Channel Pruning Optimization With Layer-Wise Sensitivity in a Single-Shot Manner Under Computational Constraints","publication_year":2022,"publication_date":"2022-12-27","ids":{"openalex":"https://openalex.org/W4313020838","doi":"https://doi.org/10.1109/access.2022.3232566"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3232566","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3232566","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/09999669.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/09999669.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087821555","display_name":"Minsu Jeon","orcid":"https://orcid.org/0000-0002-2739-8149"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minsu Jeon","raw_affiliation_strings":["School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-2739-8149","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400958","display_name":"Taewoo Kim","orcid":"https://orcid.org/0000-0003-4290-6460"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taewoo Kim","raw_affiliation_strings":["School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"raw_orcid":"https://orcid.org/0000-0003-4290-6460","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100731256","display_name":"Changha Lee","orcid":"https://orcid.org/0000-0003-3687-2989"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Changha Lee","raw_affiliation_strings":["School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"raw_orcid":"https://orcid.org/0000-0003-3687-2989","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045403869","display_name":"Chan\u2010Hyun Youn","orcid":"https://orcid.org/0000-0002-3970-7308"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chan-Hyun Youn","raw_affiliation_strings":["School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-3970-7308","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.2031,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.50201396,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"11","issue":null,"first_page":"7043","last_page":"7055"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9991000294685364,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9914000034332275,"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/computer-science","display_name":"Computer science","score":0.8465326428413391},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7651580572128296},{"id":"https://openalex.org/keywords/memory-footprint","display_name":"Memory footprint","score":0.5798328518867493},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.5392836928367615},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.5003056526184082},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.47183850407600403},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36588162183761597},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3554479777812958},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3451794385910034}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8465326428413391},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7651580572128296},{"id":"https://openalex.org/C74912251","wikidata":"https://www.wikidata.org/wiki/Q6815727","display_name":"Memory footprint","level":2,"score":0.5798328518867493},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.5392836928367615},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.5003056526184082},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.47183850407600403},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36588162183761597},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3554479777812958},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3451794385910034},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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":2,"locations":[{"id":"doi:10.1109/access.2022.3232566","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3232566","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/09999669.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0911917156584c4698133466144fe258","is_oa":true,"landing_page_url":"https://doaj.org/article/0911917156584c4698133466144fe258","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 7043-7055 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3232566","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3232566","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/09999669.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G1211546875","display_name":null,"funder_award_id":"915027201","funder_id":"https://openalex.org/F4320323103","funder_display_name":"Agency for Defense Development"},{"id":"https://openalex.org/G2476513195","display_name":null,"funder_award_id":"IO201210-07976-01","funder_id":"https://openalex.org/F4320332195","funder_display_name":"Samsung"}],"funders":[{"id":"https://openalex.org/F4320323103","display_name":"Agency for Defense Development","ror":"https://ror.org/05fhe0r85"},{"id":"https://openalex.org/F4320332195","display_name":"Samsung","ror":"https://ror.org/04w3jy968"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313020838.pdf","grobid_xml":"https://content.openalex.org/works/W4313020838.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1980038761","https://openalex.org/W2115733720","https://openalex.org/W2194775991","https://openalex.org/W2285660444","https://openalex.org/W2623885517","https://openalex.org/W2896180420","https://openalex.org/W2907463061","https://openalex.org/W2963163009","https://openalex.org/W2963363373","https://openalex.org/W2964137095","https://openalex.org/W2964217527","https://openalex.org/W2979545880","https://openalex.org/W2982157693","https://openalex.org/W2998196302","https://openalex.org/W3034609471","https://openalex.org/W3037850086","https://openalex.org/W3042088791","https://openalex.org/W3085175993","https://openalex.org/W3091174280","https://openalex.org/W3118608800","https://openalex.org/W3158663175","https://openalex.org/W4238893454","https://openalex.org/W4285305827","https://openalex.org/W4312764151","https://openalex.org/W6637373629","https://openalex.org/W6677580257","https://openalex.org/W6726275242","https://openalex.org/W6739917289","https://openalex.org/W6751979845","https://openalex.org/W6755166560","https://openalex.org/W6779460946"],"related_works":["https://openalex.org/W2373300491","https://openalex.org/W2378744544","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W1998810860","https://openalex.org/W4206442282","https://openalex.org/W2154044472","https://openalex.org/W4210772589","https://openalex.org/W2929170389","https://openalex.org/W2748428003"],"abstract_inverted_index":{"In":[0,137],"the":[1,21,48,66,74,83,111,114,125,138,140,147,155,159,162,192],"constrained":[2,177],"computing":[3,178],"environments":[4,179],"such":[5,31],"as":[6,32],"mobile":[7],"device":[8],"or":[9],"satellite":[10,33],"on-board":[11],"system,":[12],"various":[13],"computational":[14,57,135],"factors":[15],"of":[16,23,52,68,73,81,113],"hardware":[17,53,69],"resource":[18,39,54],"can":[19,92],"restrict":[20],"processing":[22],"deep":[24],"learning":[25],"(DL)":[26],"services.":[27],"Recent":[28],"DL":[29,174],"models":[30],"image":[34],"analysis":[35],"mainly":[36],"require":[37],"larger":[38,56],"memory":[40,50,182],"occupation":[41],"for":[42,128],"intermediate":[43],"feature":[44],"map":[45],"footprint":[46],"than":[47],"given":[49],"specification":[51],"and":[55,123,146,170,187],"overhead":[58],"(in":[59],"FLOP)":[60],"to":[61,97],"meet":[62],"service-level":[63],"objective":[64],"in":[65,87,99],"sense":[67],"accelerator.":[70],"As":[71],"one":[72],"solutions,":[75],"we":[76,117],"propose":[77,119],"a":[78,88,120],"new":[79],"method":[80],"controlling":[82],"layer-wise":[84,121,130],"channel":[85],"pruning":[86,131],"single-shot":[89],"manner":[90],"that":[91],"decide":[93],"how":[94],"much":[95],"channels":[96],"prune":[98],"each":[100],"layer":[101],"by":[102,180],"observing":[103],"dataset":[104],"once":[105],"without":[106],"full":[107],"pretraining.":[108],"To":[109],"improve":[110],"robustness":[112,166],"performance":[115,168],"degradation,":[116,169],"also":[118],"sensitivity":[122],"formulate":[124],"optimization":[126],"problems":[127],"deciding":[129],"ratio":[132],"under":[133,176],"target":[134],"constraints.":[136],"paper,":[139],"optimal":[141,156],"conditions":[142],"are":[143,152],"theoretically":[144],"derived,":[145],"practical":[148],"optimum":[149],"searching":[150],"schemes":[151],"proposed":[153,163],"using":[154],"conditions.":[157],"On":[158],"empirical":[160],"evaluation,":[161],"methods":[164],"show":[165],"on":[167,173],"present":[171],"feasibility":[172],"serving":[175],"reducing":[181],"occupation,":[183],"providing":[184],"acceleration":[185],"effect":[186],"throughput":[188],"improvement":[189],"while":[190],"keeping":[191],"accuracy":[193],"performance.":[194]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}