{"id":"https://openalex.org/W4200392742","doi":"https://doi.org/10.1145/3487075.3487165","title":"Attention Mechanism Driven YOLOv3 on FPGA Acceleration for Efficient Vision Based Defect Inspection","display_name":"Attention Mechanism Driven YOLOv3 on FPGA Acceleration for Efficient Vision Based Defect Inspection","publication_year":2021,"publication_date":"2021-10-19","ids":{"openalex":"https://openalex.org/W4200392742","doi":"https://doi.org/10.1145/3487075.3487165"},"language":"en","primary_location":{"id":"doi:10.1145/3487075.3487165","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3487075.3487165","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Conference on Computer Science and Application Engineering","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/A5043324490","display_name":"Longzhen Yu","orcid":"https://orcid.org/0000-0002-6594-6679"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Longzhen Yu","raw_affiliation_strings":["College of Economics and Management, Qingdao University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Qingdao University of Science and Technology, China","institution_ids":["https://openalex.org/I143413998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051831948","display_name":"Qian Zhao","orcid":"https://orcid.org/0000-0003-0032-1974"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Qian Zhao","raw_affiliation_strings":["Department of Creative Informatics, Kyushu Institute of Technology, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Creative Informatics, Kyushu Institute of Technology, Japan","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102915614","display_name":"Zhixian Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhixian Wang","raw_affiliation_strings":["College of Economics and Management, Qingdao University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Qingdao University of Science and Technology, China","institution_ids":["https://openalex.org/I143413998"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5043324490"],"corresponding_institution_ids":["https://openalex.org/I143413998"],"apc_list":null,"apc_paid":null,"fwci":0.1483,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.58423493,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10036","display_name":"Advanced Neural Network Applications","score":0.996399998664856,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7921388149261475},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7615216970443726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5687397718429565},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5619931817054749},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.5614209771156311},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5200866460800171},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.5165421366691589},{"id":"https://openalex.org/keywords/zoom","display_name":"Zoom","score":0.5139045715332031},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5103742480278015},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4932805895805359},{"id":"https://openalex.org/keywords/machine-vision","display_name":"Machine vision","score":0.45663028955459595},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.45037519931793213},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.4379427433013916},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3425704836845398},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.3057461380958557},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12910714745521545}],"concepts":[{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7921388149261475},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7615216970443726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5687397718429565},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5619931817054749},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.5614209771156311},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5200866460800171},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.5165421366691589},{"id":"https://openalex.org/C124913957","wikidata":"https://www.wikidata.org/wiki/Q1232548","display_name":"Zoom","level":3,"score":0.5139045715332031},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5103742480278015},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4932805895805359},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.45663028955459595},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.45037519931793213},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.4379427433013916},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3425704836845398},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3057461380958557},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12910714745521545},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3487075.3487165","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3487075.3487165","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Conference on Computer Science and Application Engineering","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":6,"referenced_works":["https://openalex.org/W2988916019","https://openalex.org/W2994590618","https://openalex.org/W3001456352","https://openalex.org/W3011393735","https://openalex.org/W3022057965","https://openalex.org/W3033221398"],"related_works":["https://openalex.org/W2580284127","https://openalex.org/W2351404747","https://openalex.org/W2027853257","https://openalex.org/W2785955617","https://openalex.org/W2955742250","https://openalex.org/W2357790411","https://openalex.org/W3042004957","https://openalex.org/W2368577056","https://openalex.org/W2364285597","https://openalex.org/W2472194915"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"an":[3,21],"efficient":[4],"vision-based":[5],"industry":[6],"defect":[7,32,68,83,110,118],"inspection":[8,33,84,119],"system":[9],"using":[10],"attention":[11,22],"mechanism":[12,23],"driven":[13],"YOLOv3":[14,28,65,88],"on":[15,53,91],"FPGA":[16,77],"acceleration":[17],"is":[18,24,44,89,99],"proposed.":[19],"First,":[20],"employed":[25],"to":[26,46,67,79],"improve":[27],"for":[29,50,108],"the":[30,54,61,75,81,92,116],"target":[31],"application.":[34],"Image":[35],"preprocessing":[36],"named":[37],"CZS":[38],"(Cut,":[39],"Zoom,":[40],"and":[41,103],"Splice)":[42],"operation":[43],"used":[45],"reconstruct":[47],"product":[48],"images":[49],"selectively":[51],"concentrating":[52],"pre-defined":[55],"detection":[56],"regions.":[57],"Then":[58],"we":[59,73],"optimize":[60],"backbone":[62],"network":[63],"of":[64,127],"according":[66],"size":[69],"in":[70],"images.":[71],"Second,":[72],"use":[74],"PYNQ-Z2":[76],"board":[78],"deploy":[80],"proposed":[82],"system.":[85],"The":[86],"optimized":[87],"deployed":[90],"programmable":[93],"logic":[94],"through":[95],"Xilinx":[96],"DNNDK,":[97],"which":[98],"a":[100,124],"low-latency,":[101],"low-cost,":[102],"low-power":[104],"consumption":[105],"hardware":[106],"platform":[107],"industrial":[109],"inspection.":[111],"Experimental":[112],"results":[113],"showed":[114],"that":[115],"achieved":[117],"accuracy":[120],"was":[121],"99.2%":[122],"with":[123],"processing":[125],"speed":[126],"1.54":[128],"FPS.":[129]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}