{"id":"https://openalex.org/W2952561782","doi":"https://doi.org/10.1109/vlsi-dat.2019.8741613","title":"Heterogeneous Computing for Edge AI","display_name":"Heterogeneous Computing for Edge AI","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2952561782","doi":"https://doi.org/10.1109/vlsi-dat.2019.8741613","mag":"2952561782"},"language":"en","primary_location":{"id":"doi:10.1109/vlsi-dat.2019.8741613","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-dat.2019.8741613","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Symposium on VLSI Design, Automation and Test (VLSI-DAT)","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/A5018848938","display_name":"Pei-Kuei Tsung","orcid":"https://orcid.org/0009-0008-8592-3758"},"institutions":[{"id":"https://openalex.org/I173632517","display_name":"MediaTek (China)","ror":"https://ror.org/05xvgy636","country_code":"CN","type":"company","lineage":["https://openalex.org/I173632517","https://openalex.org/I4210148979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pei-Kuei Tsung","raw_affiliation_strings":["MediaTek Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MediaTek Inc","institution_ids":["https://openalex.org/I173632517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004006141","display_name":"Tung-Chien Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I173632517","display_name":"MediaTek (China)","ror":"https://ror.org/05xvgy636","country_code":"CN","type":"company","lineage":["https://openalex.org/I173632517","https://openalex.org/I4210148979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tung-Chien Chen","raw_affiliation_strings":["MediaTek Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MediaTek Inc","institution_ids":["https://openalex.org/I173632517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102799644","display_name":"Chien\u2010Hung Lin","orcid":"https://orcid.org/0000-0003-2338-8477"},"institutions":[{"id":"https://openalex.org/I173632517","display_name":"MediaTek (China)","ror":"https://ror.org/05xvgy636","country_code":"CN","type":"company","lineage":["https://openalex.org/I173632517","https://openalex.org/I4210148979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chien-Hung Lin","raw_affiliation_strings":["MediaTek Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MediaTek Inc","institution_ids":["https://openalex.org/I173632517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060369034","display_name":"Chih\u2010Yu Chang","orcid":"https://orcid.org/0000-0003-0856-177X"},"institutions":[{"id":"https://openalex.org/I173632517","display_name":"MediaTek (China)","ror":"https://ror.org/05xvgy636","country_code":"CN","type":"company","lineage":["https://openalex.org/I173632517","https://openalex.org/I4210148979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chih-Yu Chang","raw_affiliation_strings":["MediaTek Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MediaTek Inc","institution_ids":["https://openalex.org/I173632517"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064758765","display_name":"Jih-Ming Hsu","orcid":null},"institutions":[{"id":"https://openalex.org/I173632517","display_name":"MediaTek (China)","ror":"https://ror.org/05xvgy636","country_code":"CN","type":"company","lineage":["https://openalex.org/I173632517","https://openalex.org/I4210148979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jih-Ming Hsu","raw_affiliation_strings":["MediaTek Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MediaTek Inc","institution_ids":["https://openalex.org/I173632517"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I173632517"],"apc_list":null,"apc_paid":null,"fwci":0.2032,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.53084651,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"abs 1409 575","issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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":0.9998000264167786,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.998199999332428,"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/dram","display_name":"Dram","score":0.8556856513023376},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8312152028083801},{"id":"https://openalex.org/keywords/memory-bandwidth","display_name":"Memory bandwidth","score":0.598108172416687},{"id":"https://openalex.org/keywords/memory-hierarchy","display_name":"Memory hierarchy","score":0.5629870891571045},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5572790503501892},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5432142615318298},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.536099910736084},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5106268525123596},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5078077912330627},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.4840313792228699},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.4627324342727661},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.44421228766441345},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3899146616458893},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3895828425884247},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.38517749309539795},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.36303824186325073},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3331298232078552},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.2239592969417572},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2205408811569214},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.21370729804039001},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20038801431655884},{"id":"https://openalex.org/keywords/cache","display_name":"Cache","score":0.15799552202224731},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.15336361527442932}],"concepts":[{"id":"https://openalex.org/C7366592","wikidata":"https://www.wikidata.org/wiki/Q1255620","display_name":"Dram","level":2,"score":0.8556856513023376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8312152028083801},{"id":"https://openalex.org/C188045654","wikidata":"https://www.wikidata.org/wiki/Q17148339","display_name":"Memory bandwidth","level":2,"score":0.598108172416687},{"id":"https://openalex.org/C2778100165","wikidata":"https://www.wikidata.org/wiki/Q1589327","display_name":"Memory hierarchy","level":3,"score":0.5629870891571045},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5572790503501892},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5432142615318298},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.536099910736084},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5106268525123596},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5078077912330627},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.4840313792228699},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.4627324342727661},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.44421228766441345},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3899146616458893},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3895828425884247},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.38517749309539795},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.36303824186325073},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3331298232078552},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2239592969417572},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2205408811569214},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.21370729804039001},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20038801431655884},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.15799552202224731},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15336361527442932},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vlsi-dat.2019.8741613","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-dat.2019.8741613","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Symposium on VLSI Design, Automation and Test (VLSI-DAT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2289252105","https://openalex.org/W2290291912","https://openalex.org/W2895432151","https://openalex.org/W2919115771","https://openalex.org/W2964482250","https://openalex.org/W3024621361","https://openalex.org/W4294371482","https://openalex.org/W6677651945","https://openalex.org/W6766472840"],"related_works":["https://openalex.org/W4309971077","https://openalex.org/W4322761281","https://openalex.org/W3156755687","https://openalex.org/W2971091622","https://openalex.org/W3140030527","https://openalex.org/W3196123687","https://openalex.org/W2952561782","https://openalex.org/W3129340330","https://openalex.org/W4285299124","https://openalex.org/W4226188219"],"abstract_inverted_index":{"Current":[0],"artificial":[1],"intelligence":[2],"(AI)":[3],"with":[4,110],"human-level":[5],"accuracy":[6],"has":[7],"promising":[8],"business":[9],"values":[10],"in":[11],"many":[12],"application":[13],"fields.":[14],"However,":[15],"the":[16,36,46,92,108],"price":[17],"is":[18,27,56,62,72,88],"high":[19],"computation":[20,66],"complexity":[21],"and":[22,38,52,67,76,97],"memory":[23],"bandwidth.":[24,103],"Therefore":[25],"it":[26],"challenging":[28],"to":[29,64,74,90,99,119],"deploy":[30],"AI":[31,51,60,121],"onto":[32],"edge":[33],"devices":[34],"where":[35],"power":[37,68],"hardware":[39],"resource":[40],"are":[41],"limited.":[42],"In":[43],"this":[44],"paper,":[45],"design":[47],"challenges":[48],"on":[49],"Edge":[50],"solutions":[53],"from":[54],"Mediatek":[55],"introduced.":[57],"Dedicated":[58],"parallel":[59],"processor":[61],"embedded":[63],"gain":[65],"efficiency.":[69],"Memory":[70],"hierarchy":[71],"designed":[73],"share":[75],"reuse":[77],"data":[78,86,93],"locally":[79],"without":[80],"redundant":[81],"DRAM":[82,102],"accessing.":[83],"A":[84],"direct":[85],"link":[87],"implemented":[89],"pass":[91],"between":[94],"system":[95],"peripherals":[96],"processors":[98],"further":[100],"reduce":[101],"The":[104],"implementation":[105],"result":[106],"shows":[107],"SoC":[109],"all":[111],"these":[112],"techniques":[113],"significantly":[114],"outperforms":[115],"other":[116],"works":[117],"according":[118],"ETHZ":[120],"benchmark.":[122]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
