{"id":"https://openalex.org/W3005475348","doi":"https://doi.org/10.1109/asicon47005.2019.8983456","title":"Deploying and Optimizing Convolutional Neural Networks on Heterogeneous Architecture","display_name":"Deploying and Optimizing Convolutional Neural Networks on Heterogeneous Architecture","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3005475348","doi":"https://doi.org/10.1109/asicon47005.2019.8983456","mag":"3005475348"},"language":"en","primary_location":{"id":"doi:10.1109/asicon47005.2019.8983456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asicon47005.2019.8983456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 13th International Conference on ASIC (ASICON)","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/A5078242528","display_name":"Junning Jiang","orcid":"https://orcid.org/0000-0001-6540-3060"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junning Jiang","raw_affiliation_strings":["School of Microelectronics, Shanghai Jiao Tong University,Shanghai,China,200240","School of Microelectronics, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics, Shanghai Jiao Tong University,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"School of Microelectronics, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liang Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Cai","raw_affiliation_strings":["School of Microelectronics, Shanghai Jiao Tong University,Shanghai,China,200240","School of Microelectronics, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics, Shanghai Jiao Tong University,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"School of Microelectronics, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089669213","display_name":"Feng Dong","orcid":"https://orcid.org/0000-0002-0918-9482"},"institutions":[{"id":"https://openalex.org/I4210115040","display_name":"iQIYI (China)","ror":"https://ror.org/026xvz038","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210115040"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Dong","raw_affiliation_strings":["Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","institution_ids":["https://openalex.org/I4210115040"]},{"raw_affiliation_string":"Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China","institution_ids":["https://openalex.org/I4210115040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013228442","display_name":"Kehua Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115040","display_name":"iQIYI (China)","ror":"https://ror.org/026xvz038","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210115040"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kehua Yu","raw_affiliation_strings":["Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","institution_ids":["https://openalex.org/I4210115040"]},{"raw_affiliation_string":"Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China","institution_ids":["https://openalex.org/I4210115040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100451984","display_name":"Ke Chen","orcid":"https://orcid.org/0000-0001-9457-9364"},"institutions":[{"id":"https://openalex.org/I4210115040","display_name":"iQIYI (China)","ror":"https://ror.org/026xvz038","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210115040"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Chen","raw_affiliation_strings":["Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","institution_ids":["https://openalex.org/I4210115040"]},{"raw_affiliation_string":"Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China","institution_ids":["https://openalex.org/I4210115040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046125641","display_name":"Wei Qu","orcid":"https://orcid.org/0000-0002-8710-2450"},"institutions":[{"id":"https://openalex.org/I4210115040","display_name":"iQIYI (China)","ror":"https://ror.org/026xvz038","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210115040"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Qu","raw_affiliation_strings":["Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Beijing iQIYI Science &#x0026; Technology Co., Ltd.,Shanghai,China","institution_ids":["https://openalex.org/I4210115040"]},{"raw_affiliation_string":"Beijing iQIYI Science & Technology Co., Ltd., Shanghai, China","institution_ids":["https://openalex.org/I4210115040"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008057183","display_name":"Jianfei Jiang","orcid":"https://orcid.org/0000-0002-5521-6197"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfei Jiang","raw_affiliation_strings":["School of Microelectronics, Shanghai Jiao Tong University,Shanghai,China,200240","School of Microelectronics, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics, Shanghai Jiao Tong University,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"School of Microelectronics, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5078242528"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17698515,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9930999875068665,"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":0.9930999875068665,"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/T10320","display_name":"Neural Networks and Applications","score":0.9926000237464905,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9574999809265137,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.8910375833511353},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8404593467712402},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7740379571914673},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6743954420089722},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.6618709564208984},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4950365126132965},{"id":"https://openalex.org/keywords/dataflow-architecture","display_name":"Dataflow architecture","score":0.49201127886772156},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4263918101787567},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41962775588035583},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3577708601951599},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33260971307754517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32033151388168335},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.31343209743499756}],"concepts":[{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.8910375833511353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8404593467712402},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7740379571914673},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6743954420089722},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.6618709564208984},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4950365126132965},{"id":"https://openalex.org/C176727019","wikidata":"https://www.wikidata.org/wiki/Q1172415","display_name":"Dataflow architecture","level":3,"score":0.49201127886772156},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4263918101787567},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41962775588035583},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3577708601951599},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33260971307754517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32033151388168335},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.31343209743499756}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asicon47005.2019.8983456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asicon47005.2019.8983456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 13th International Conference on ASIC (ASICON)","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":5,"referenced_works":["https://openalex.org/W2597358042","https://openalex.org/W2887936511","https://openalex.org/W4210605217","https://openalex.org/W4242764150","https://openalex.org/W4249299790"],"related_works":["https://openalex.org/W2564598376","https://openalex.org/W1484403103","https://openalex.org/W2584408851","https://openalex.org/W2115158825","https://openalex.org/W2101960124","https://openalex.org/W4377693460","https://openalex.org/W2033683327","https://openalex.org/W2783505431","https://openalex.org/W2521947294","https://openalex.org/W4236419692"],"abstract_inverted_index":{"Deploying":[0],"convolutional":[1],"neural":[2],"networks":[3,54],"to":[4,29,43],"hardware":[5],"platform":[6,28],"can":[7],"accelerate":[8,30],"the":[9,15,47,59,63,70,81,88],"inference":[10,74,92],"and":[11,37,52,67,85],"is":[12,75,93],"critical":[13],"for":[14],"application":[16],"of":[17,46,73,91],"artificial":[18],"intelligence.":[19],"In":[20],"this":[21],"paper,":[22],"we":[23],"design":[24],"an":[25],"FPGA+CPU":[26],"heterogeneous":[27],"CNNs.":[31],"Dataflow":[32],"optimizing,":[33],"accelerator":[34,82],"structure":[35,83],"optimization":[36,40,66,84],"compute":[38],"precision":[39,68,86],"are":[41,55],"proposed":[42,64],"improve":[44],"performance":[45,71,89],"accelerating":[48],"platform.":[49,60],"Different":[50],"ResNet":[51],"MobileNet":[53],"successfully":[56],"deployed":[57],"on":[58,77,95],"By":[61,79],"applying":[62,80],"dataflow":[65],"optimization,":[69,87],"improvement":[72,90],"3.25\u00d7":[76],"ResNet.":[78],"3.63\u00d7":[94],"MobileNet.":[96]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
