{"id":"https://openalex.org/W4392248486","doi":"https://doi.org/10.1109/icce59016.2024.10444337","title":"Model Efficiency Improvement with Simplified Architectures","display_name":"Model Efficiency Improvement with Simplified Architectures","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392248486","doi":"https://doi.org/10.1109/icce59016.2024.10444337"},"language":"en","primary_location":{"id":"doi:10.1109/icce59016.2024.10444337","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icce59016.2024.10444337","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Consumer Electronics (ICCE)","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/A5089868194","display_name":"Jing-Ming Guo","orcid":"https://orcid.org/0000-0002-8041-6326"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Jing-Ming Guo","raw_affiliation_strings":["National Taiwan University of Science and Technology,Multimedia Signal Processing Lab,Department of Electrical Engineering,Taipei,Taiwan","Department of Electrical Engineering, Multimedia Signal Processing Lab, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Multimedia Signal Processing Lab,Department of Electrical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electrical Engineering, Multimedia Signal Processing Lab, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102020566","display_name":"Ting\u2010Yu Chang","orcid":"https://orcid.org/0000-0002-0561-2757"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ting-Yu Chang","raw_affiliation_strings":["National Taiwan University of Science and Technology,Multimedia Signal Processing Lab,Department of Electrical Engineering,Taipei,Taiwan","Department of Electrical Engineering, Multimedia Signal Processing Lab, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Multimedia Signal Processing Lab,Department of Electrical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electrical Engineering, Multimedia Signal Processing Lab, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113319773","display_name":"Chunwei Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Wei Huang","raw_affiliation_strings":["National Taiwan University of Science and Technology,Multimedia Signal Processing Lab,Department of Electrical Engineering,Taipei,Taiwan","Department of Electrical Engineering, Multimedia Signal Processing Lab, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Multimedia Signal Processing Lab,Department of Electrical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electrical Engineering, Multimedia Signal Processing Lab, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089868194"],"corresponding_institution_ids":["https://openalex.org/I154864474"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01533735,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.988099992275238,"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"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.988099992275238,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9866999983787537,"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/T12810","display_name":"Real-time simulation and control systems","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6319040060043335},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.33006852865219116}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6319040060043335},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.33006852865219116}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce59016.2024.10444337","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icce59016.2024.10444337","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7300000190734863,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2883780447","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W3167976421","https://openalex.org/W3171038842","https://openalex.org/W4297775537","https://openalex.org/W6638667902","https://openalex.org/W6737664043"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In":[0],"previous":[1,89],"lightweight":[2,9,80],"methods,":[3],"whether":[4],"in":[5,13,63,79],"the":[6,25,30,35,46,53,99,110,113,118,122,128,139],"design":[7,20],"of":[8,27,37,55,96,101,112,121],"model":[10,14,90,106,114,129,145],"architectures":[11],"or":[12],"compression":[15,91],"and":[16,51,71,92,117],"acceleration":[17,93],"techniques,":[18],"most":[19],"approaches":[21],"focused":[22],"on":[23],"reducing":[24,34,56,98],"number":[26,36,100],"parameters":[28,38,102],"as":[29],"primary":[31],"objective.":[32],"However,":[33],"does":[39,130],"not":[40,131],"always":[41,74],"guarantee":[42],"improved":[43],"acceleration.":[44],"Sometimes,":[45],"two":[47],"factors":[48],"are":[49],"complementary,":[50],"during":[52],"process":[54],"parameters,":[57],"there":[58],"is":[59],"a":[60,67,85],"simultaneous":[61],"decrease":[62],"accuracy.":[64,150],"Therefore,":[65],"achieving":[66],"balance":[68],"between":[69],"efficiency":[70],"accuracy":[72],"has":[73],"been":[75],"an":[76],"important":[77],"issue":[78],"methods.":[81,94],"This":[82,124],"paper":[83],"employs":[84],"different":[86],"approach":[87,125],"than":[88],"Instead":[95],"continuously":[97],"to":[103],"achieve":[104],"faster":[105],"inference,":[107],"it":[108],"optimizes":[109],"algorithm":[111],"inference":[115,134,146],"stage":[116],"overall":[119],"complexity":[120],"architecture.":[123],"ensures":[126],"that":[127],"incur":[132],"additional":[133],"time":[135],"costs":[136],"while":[137],"maintaining":[138],"original":[140],"architectural":[141],"performance,":[142],"thereby":[143],"improving":[144],"speed":[147],"without":[148],"sacrificing":[149]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}