{"id":"https://openalex.org/W4283725835","doi":"https://doi.org/10.1155/2022/8668149","title":"Surface Defect Detection with Modified Real-Time Detector YOLOv3","display_name":"Surface Defect Detection with Modified Real-Time Detector YOLOv3","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W4283725835","doi":"https://doi.org/10.1155/2022/8668149"},"language":"en","primary_location":{"id":"doi:10.1155/2022/8668149","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/8668149","pdf_url":"https://downloads.hindawi.com/journals/js/2022/8668149.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/js/2022/8668149.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026090096","display_name":"Zhihui Wang","orcid":"https://orcid.org/0000-0001-8140-1882"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihui Wang","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266510, China"],"raw_orcid":"https://orcid.org/0000-0001-8140-1882","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266510, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070192279","display_name":"Houying Zhu","orcid":"https://orcid.org/0000-0002-2515-7413"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Houying Zhu","raw_affiliation_strings":["Department of Mathematics and Statistics, Faculty of Science and Engineering, Macquarie University, NSW 2109, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2515-7413","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, Faculty of Science and Engineering, Macquarie University, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084563214","display_name":"Xianqing Jia","orcid":"https://orcid.org/0000-0001-7309-2936"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianqing Jia","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266510, China"],"raw_orcid":"https://orcid.org/0000-0001-7309-2936","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266510, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085055482","display_name":"Yongtang Bao","orcid":"https://orcid.org/0000-0002-1010-7229"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongtang Bao","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266510, China"],"raw_orcid":"https://orcid.org/0000-0002-1010-7229","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266510, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063406130","display_name":"Changmiao Wang","orcid":"https://orcid.org/0000-0003-2466-5990"},"institutions":[{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Changmiao Wang","raw_affiliation_strings":["Shenzhen Research Institute of Big Data, Shenzhen 518172, China"],"raw_orcid":"https://orcid.org/0000-0003-2466-5990","affiliations":[{"raw_affiliation_string":"Shenzhen Research Institute of Big Data, Shenzhen 518172, China","institution_ids":["https://openalex.org/I4210099586"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063406130"],"corresponding_institution_ids":["https://openalex.org/I4210099586"],"apc_list":{"value":2375,"currency":"USD","value_usd":2375},"apc_paid":{"value":2375,"currency":"USD","value_usd":2375},"fwci":2.4891,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.89435113,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"10"},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9987999796867371,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/pruning","display_name":"Pruning","score":0.8078151941299438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6927716732025146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6620417237281799},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.623839795589447},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6025278568267822},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.5761321187019348},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5379574298858643},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.5358757972717285},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5140374898910522},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4980509281158447},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46671387553215027},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4644593894481659},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18216341733932495},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.076263427734375}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.8078151941299438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6927716732025146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6620417237281799},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.623839795589447},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6025278568267822},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.5761321187019348},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5379574298858643},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.5358757972717285},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5140374898910522},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4980509281158447},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46671387553215027},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4644593894481659},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18216341733932495},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.076263427734375},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2022/8668149","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/8668149","pdf_url":"https://downloads.hindawi.com/journals/js/2022/8668149.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dbd91844bdce4714a0331cf65650c57b","is_oa":false,"landing_page_url":"https://doaj.org/article/dbd91844bdce4714a0331cf65650c57b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Sensors, Vol 2022 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2022/8668149","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/8668149","pdf_url":"https://downloads.hindawi.com/journals/js/2022/8668149.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1350856602","display_name":null,"funder_award_id":"ZR2020MF132","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G1730839780","display_name":null,"funder_award_id":"0104060540508","funder_id":"https://openalex.org/F4320322522","funder_display_name":"Shandong University of Science and Technology"},{"id":"https://openalex.org/G1819703438","display_name":null,"funder_award_id":"E00120210001","funder_id":"https://openalex.org/F4320322522","funder_display_name":"Shandong University of Science and Technology"},{"id":"https://openalex.org/G3093755274","display_name":null,"funder_award_id":"ZR2020MF132","funder_id":"https://openalex.org/F4320322522","funder_display_name":"Shandong University of Science and Technology"},{"id":"https://openalex.org/G6268242472","display_name":null,"funder_award_id":"E00120210001","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7012879435","display_name":null,"funder_award_id":"0104060540508","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320311026","display_name":"Shandong University","ror":"https://ror.org/0207yh398"},{"id":"https://openalex.org/F4320322522","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283725835.pdf","grobid_xml":"https://content.openalex.org/works/W4283725835.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1483870316","https://openalex.org/W1903029394","https://openalex.org/W1968405646","https://openalex.org/W2031489346","https://openalex.org/W2097946161","https://openalex.org/W2108598243","https://openalex.org/W2163605009","https://openalex.org/W2183182206","https://openalex.org/W2343187808","https://openalex.org/W2570343428","https://openalex.org/W2586654419","https://openalex.org/W2613718673","https://openalex.org/W2748428003","https://openalex.org/W2762457108","https://openalex.org/W2772434162","https://openalex.org/W2783538964","https://openalex.org/W2912729634","https://openalex.org/W2919115771","https://openalex.org/W2950628590","https://openalex.org/W2962766617","https://openalex.org/W2962851801","https://openalex.org/W2963037989","https://openalex.org/W3008277736","https://openalex.org/W3009635072","https://openalex.org/W3012374719","https://openalex.org/W3184439416","https://openalex.org/W4293584584","https://openalex.org/W4308909683","https://openalex.org/W6631782140","https://openalex.org/W6642317291","https://openalex.org/W6676297131","https://openalex.org/W6731892127","https://openalex.org/W6750227808","https://openalex.org/W6798838024"],"related_works":["https://openalex.org/W2366906938","https://openalex.org/W3135697610","https://openalex.org/W2373300491","https://openalex.org/W3166204570","https://openalex.org/W3121246613","https://openalex.org/W2349391998","https://openalex.org/W2395294869","https://openalex.org/W2085033728","https://openalex.org/W2378744544","https://openalex.org/W4319457964"],"abstract_inverted_index":{"In":[0,126],"this":[1],"paper,":[2],"a":[3],"modified":[4,134,141],"YOLOv3":[5,20,38,73,135,142],"net":[6],"has":[7,88],"been":[8,89,106],"proposed":[9],"for":[10,81],"surface":[11,25,82,151],"defect":[12,83],"detection.":[13],"Different":[14],"from":[15],"other":[16],"pixel-level":[17,50],"segmenting":[18],"methods,":[19,139],"locates":[21],"the":[22,34,57,59,63,95,109,118,131,144],"regions":[23],"of":[24,37,52,62,65,97,133,150],"defects":[26,53,152],"with":[27,31,74,136],"bounding":[28],"rectangles.":[29],"Compared":[30],"conventional":[32],"detectors,":[33],"operating":[35],"efficiency":[36,87],"is":[39,79,115],"rather":[40],"high":[41,75],"without":[42],"generating":[43],"region":[44],"proposals":[45],"by":[46,72,117],"sliding":[47],"boxes.":[48],"Although":[49],"details":[51],"are":[54,70],"omitted":[55],"in":[56,108,153],"process,":[58],"primary":[60],"information":[61,78],"location":[64],"detects":[66],"and":[67,85,102,123,140],"class":[68],"labels":[69],"extracted":[71],"accuracy.":[76],"This":[77],"sufficient":[80],"inspection,":[84],"computational":[86,124],"improved,":[90],"simultaneously.":[91],"To":[92],"further":[93],"light":[94],"structure":[96],"YOLOv3,":[98],"loss":[99],"function":[100],"optimization":[101],"pruning":[103,113],"strategy":[104],"have":[105],"adopted":[107],"original":[110],"YOLOv3.":[111],"The":[112],"ratio":[114],"determined":[116],"tradeoff":[119],"between":[120],"detecting":[121],"accuracy":[122],"efficiency.":[125],"our":[127],"experiments,":[128],"we":[129],"compared":[130],"performance":[132,146],"several":[137],"state-of-the-art":[138],"achieves":[143],"best":[145],"on":[147],"six":[148],"types":[149],"DAGM":[154],"2007":[155],"dataset.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
