{"id":"https://openalex.org/W4391183610","doi":"https://doi.org/10.1109/asicon58565.2023.10396306","title":"Loop-Tiling Based Compiling Optimization for CNN Accelerators","display_name":"Loop-Tiling Based Compiling Optimization for CNN Accelerators","publication_year":2023,"publication_date":"2023-10-24","ids":{"openalex":"https://openalex.org/W4391183610","doi":"https://doi.org/10.1109/asicon58565.2023.10396306"},"language":"en","primary_location":{"id":"doi:10.1109/asicon58565.2023.10396306","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asicon58565.2023.10396306","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 15th International Conference on ASIC (ASICON)","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/A5007733368","display_name":"Meiling Yang","orcid":"https://orcid.org/0000-0003-4554-3191"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meiling Yang","raw_affiliation_strings":["Shanghai University,School of Information and Communication Engineering,Shanghai,China","School of Information and Communication Engineering, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University,School of Information and Communication Engineering,Shanghai,China","institution_ids":["https://openalex.org/I113940042","https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044419947","display_name":"Shan Cao","orcid":"https://orcid.org/0000-0003-3713-8671"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Cao","raw_affiliation_strings":["Shanghai University,School of Information and Communication Engineering,Shanghai,China","School of Information and Communication Engineering, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University,School of Information and Communication Engineering,Shanghai,China","institution_ids":["https://openalex.org/I113940042","https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101814390","display_name":"Wei Zhang","orcid":"https://orcid.org/0000-0003-1343-2817"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["Shanghai University,School of Information and Communication Engineering,Shanghai,China","School of Information and Communication Engineering, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University,School of Information and Communication Engineering,Shanghai,China","institution_ids":["https://openalex.org/I113940042","https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100345915","display_name":"Yu Li","orcid":"https://orcid.org/0000-0003-1865-8276"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Li","raw_affiliation_strings":["Shanghai University,School of Information and Communication Engineering,Shanghai,China","School of Information and Communication Engineering, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University,School of Information and Communication Engineering,Shanghai,China","institution_ids":["https://openalex.org/I113940042","https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008150938","display_name":"Zhiyuan Jiang","orcid":"https://orcid.org/0000-0002-8522-5721"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Jiang","raw_affiliation_strings":["Shanghai University,School of Information and Communication Engineering,Shanghai,China","School of Information and Communication Engineering, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University,School of Information and Communication Engineering,Shanghai,China","institution_ids":["https://openalex.org/I113940042","https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2428,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6119868,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.8060082197189331},{"id":"https://openalex.org/keywords/loop-tiling","display_name":"Loop tiling","score":0.7392678260803223},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.7261821627616882},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6518878936767578},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5566057562828064},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5449537038803101},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.5131238102912903},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4739301800727844},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4599108099937439},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4387398660182953},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.438631147146225},{"id":"https://openalex.org/keywords/nested-loop-join","display_name":"Nested loop join","score":0.4379347562789917},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.43745195865631104},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3958978056907654},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3268502950668335},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22228273749351501},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10011282563209534}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8060082197189331},{"id":"https://openalex.org/C11799548","wikidata":"https://www.wikidata.org/wiki/Q6675847","display_name":"Loop tiling","level":3,"score":0.7392678260803223},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.7261821627616882},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6518878936767578},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5566057562828064},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5449537038803101},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.5131238102912903},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4739301800727844},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4599108099937439},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4387398660182953},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.438631147146225},{"id":"https://openalex.org/C1306188","wikidata":"https://www.wikidata.org/wiki/Q4060687","display_name":"Nested loop join","level":2,"score":0.4379347562789917},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.43745195865631104},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3958978056907654},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3268502950668335},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22228273749351501},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10011282563209534},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asicon58565.2023.10396306","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asicon58565.2023.10396306","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 15th International Conference on ASIC (ASICON)","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":10,"referenced_works":["https://openalex.org/W2276486856","https://openalex.org/W2289252105","https://openalex.org/W2584311934","https://openalex.org/W2792626659","https://openalex.org/W2798341898","https://openalex.org/W3164217046","https://openalex.org/W3167976421","https://openalex.org/W4294691860","https://openalex.org/W4310614810","https://openalex.org/W4321500232"],"related_works":["https://openalex.org/W2058764256","https://openalex.org/W154155438","https://openalex.org/W2001294731","https://openalex.org/W1596526459","https://openalex.org/W2114948246","https://openalex.org/W4205359103","https://openalex.org/W2481821631","https://openalex.org/W2182178328","https://openalex.org/W2017719803","https://openalex.org/W2052992886"],"abstract_inverted_index":{"With":[0],"the":[1,40,48,75,91,97,106,109,116,130,136],"rapid":[2],"development":[3],"of":[4,44,70,79,138],"convolutional":[5],"neural":[6],"networks":[7],"(CNNs),":[8],"CNN":[9,140,143],"accelerators":[10,144],"have":[11],"been":[12],"a":[13,24,57,67,101],"research":[14],"focus":[15],"and":[16,77,95],"are":[17],"continuously":[18],"being":[19],"developed.":[20],"Loop":[21],"tiling":[22,46],"is":[23,51,62,85,88,112],"commonly":[25],"deployed":[26],"optimization":[27],"method":[28,132],"to":[29,73,90,115,121],"guide":[30],"hardware":[31,36,71,93,147],"architecture":[32,72,94],"design":[33],"based":[34,59],"on":[35],"resource":[37],"constraints.":[38],"However,":[39],"potential":[41],"performance":[42,78],"gain":[43],"loop":[45],"at":[47],"compiler":[49],"phase":[50],"rarely":[52],"considered.":[53],"In":[54],"this":[55],"paper,":[56],"loop-tiling":[58],"compiling":[60],"scheme":[61,84],"proposed,":[63],"which":[64,87],"could":[65,133],"assist":[66],"large":[68],"range":[69,137],"improve":[74],"versatility":[76],"inference.":[80],"A":[81],"network":[82,98,119],"reorganization":[83],"introduced":[86],"customized":[89],"target":[92],"reconstructed":[96],"model":[99,120],"in":[100],"more":[102],"hardware-friendly":[103],"manner.":[104],"At":[105],"same":[107],"time,":[108],"weight":[110],"re-ordering":[111],"performed":[113],"correspondingly":[114],"newly":[117],"generated":[118],"guarantee":[122],"correct":[123],"data":[124],"access.":[125],"Experimental":[126],"results":[127],"demonstrate":[128],"that":[129],"proposed":[131],"effectively":[134],"enlarge":[135],"supported":[139],"models":[141],"for":[142],"with":[145],"various":[146],"configurations.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}