{"id":"https://openalex.org/W4385626811","doi":"https://doi.org/10.1109/tim.2023.3302372","title":"Yolo-MSAPF: Multiscale Alignment Fusion With Parallel Feature Filtering Model for High Accuracy Weld Defect Detection","display_name":"Yolo-MSAPF: Multiscale Alignment Fusion With Parallel Feature Filtering Model for High Accuracy Weld Defect Detection","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385626811","doi":"https://doi.org/10.1109/tim.2023.3302372"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2023.3302372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3302372","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-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/A5091156718","display_name":"Guan-Qiang Wang","orcid":"https://orcid.org/0000-0002-7215-4418"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4391767934","display_name":"State Key Laboratory of High Performance Complex Manufacturing","ror":"https://ror.org/04xjtqb36","country_code":null,"type":"facility","lineage":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guan-Qiang Wang","raw_affiliation_strings":["State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-7215-4418","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000926804","display_name":"Chizhou Zhang","orcid":"https://orcid.org/0000-0002-0458-5523"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chi-Zhou Zhang","raw_affiliation_strings":["Light Alloy Research Institute of Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-0458-5523","affiliations":[{"raw_affiliation_string":"Light Alloy Research Institute of Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102865504","display_name":"Ming-Song Chen","orcid":"https://orcid.org/0000-0003-3828-4996"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming-Song Chen","raw_affiliation_strings":["Light Alloy Research Institute of Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-3828-4996","affiliations":[{"raw_affiliation_string":"Light Alloy Research Institute of Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030039214","display_name":"Y.C. Lin","orcid":"https://orcid.org/0000-0001-9033-1564"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4391767934","display_name":"State Key Laboratory of High Performance Complex Manufacturing","ror":"https://ror.org/04xjtqb36","country_code":null,"type":"facility","lineage":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong-Cheng Lin","raw_affiliation_strings":["State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9033-1564","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101427483","display_name":"Xian-Hua Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4391767934","display_name":"State Key Laboratory of High Performance Complex Manufacturing","ror":"https://ror.org/04xjtqb36","country_code":null,"type":"facility","lineage":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian-Hua Tan","raw_affiliation_strings":["State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-6285-6774","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101666472","display_name":"Pei Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4391767934","display_name":"State Key Laboratory of High Performance Complex Manufacturing","ror":"https://ror.org/04xjtqb36","country_code":null,"type":"facility","lineage":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pei Liang","raw_affiliation_strings":["State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-2641-5346","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102892333","display_name":"Yuxin Kang","orcid":"https://orcid.org/0000-0002-7828-8855"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu-Xin Kang","raw_affiliation_strings":["Light Alloy Research Institute of Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-7828-8855","affiliations":[{"raw_affiliation_string":"Light Alloy Research Institute of Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023724364","display_name":"Weidong Zeng","orcid":"https://orcid.org/0000-0003-0688-4372"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4391767934","display_name":"State Key Laboratory of High Performance Complex Manufacturing","ror":"https://ror.org/04xjtqb36","country_code":null,"type":"facility","lineage":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Dong Zeng","raw_affiliation_strings":["State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-0688-4372","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Manufacturing for Extreme Service Performance, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of High-Performance Complex Manufacturing and the School of Mechanical and Electronical Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101888086","display_name":"Wang Qiu","orcid":"https://orcid.org/0009-0007-9629-745X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiu Wang","raw_affiliation_strings":["Light Alloy Research Institute of Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0009-0007-9629-745X","affiliations":[{"raw_affiliation_string":"Light Alloy Research Institute of Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5091156718"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4391767934"],"apc_list":null,"apc_paid":null,"fwci":9.5985,"has_fulltext":false,"cited_by_count":76,"citation_normalized_percentile":{"value":0.99127826,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"72","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10834","display_name":"Welding Techniques and Residual Stresses","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10834","display_name":"Welding Techniques and Residual Stresses","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10736","display_name":"Hydrogen embrittlement and corrosion behaviors in metals","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2506","display_name":"Metals and Alloys"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.7704436779022217},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6340991258621216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5514137744903564},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5297685265541077},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.4844486713409424},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4735388159751892},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4590242803096771},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45212769508361816},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.41132932901382446},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4098992943763733},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34636616706848145},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14900708198547363}],"concepts":[{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.7704436779022217},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6340991258621216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5514137744903564},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5297685265541077},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.4844486713409424},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4735388159751892},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4590242803096771},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45212769508361816},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.41132932901382446},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4098992943763733},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34636616706848145},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14900708198547363},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2023.3302372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3302372","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G3310739744","display_name":null,"funder_award_id":"2022YFB3706902","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1686810756","https://openalex.org/W2097117768","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2531409750","https://openalex.org/W2565639579","https://openalex.org/W2593641878","https://openalex.org/W2770446450","https://openalex.org/W2790914279","https://openalex.org/W2802271288","https://openalex.org/W2884585870","https://openalex.org/W2904559969","https://openalex.org/W2909601466","https://openalex.org/W2921587779","https://openalex.org/W2953528808","https://openalex.org/W2955058313","https://openalex.org/W2962992847","https://openalex.org/W2963037989","https://openalex.org/W2963091558","https://openalex.org/W2963351448","https://openalex.org/W2963420686","https://openalex.org/W2963857746","https://openalex.org/W2984212836","https://openalex.org/W2989604896","https://openalex.org/W2996172986","https://openalex.org/W2996473606","https://openalex.org/W2998291476","https://openalex.org/W3015382364","https://openalex.org/W3018757597","https://openalex.org/W3034971973","https://openalex.org/W3035414587","https://openalex.org/W3035694605","https://openalex.org/W3039229032","https://openalex.org/W3088105316","https://openalex.org/W3092600573","https://openalex.org/W3106250896","https://openalex.org/W3119943851","https://openalex.org/W3120333023","https://openalex.org/W3158762978","https://openalex.org/W3159315196","https://openalex.org/W3184439416","https://openalex.org/W3203146146","https://openalex.org/W3211350522","https://openalex.org/W3213171000","https://openalex.org/W4200236189","https://openalex.org/W4205794811","https://openalex.org/W4207055281","https://openalex.org/W4210854460","https://openalex.org/W4225531230","https://openalex.org/W4225590475","https://openalex.org/W4225928668","https://openalex.org/W4281679836","https://openalex.org/W4283836882","https://openalex.org/W4289821943","https://openalex.org/W4297775537","https://openalex.org/W4304693993","https://openalex.org/W4313558962","https://openalex.org/W4362627634","https://openalex.org/W4386076325","https://openalex.org/W6637373629","https://openalex.org/W6684191040","https://openalex.org/W6737664043","https://openalex.org/W6753412334","https://openalex.org/W6775969592","https://openalex.org/W6777046832","https://openalex.org/W6785652829","https://openalex.org/W6798838024","https://openalex.org/W6838598217","https://openalex.org/W6839791839","https://openalex.org/W6849520326"],"related_works":["https://openalex.org/W3000097931","https://openalex.org/W2354322770","https://openalex.org/W4237547500","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W4243305035","https://openalex.org/W2061571973","https://openalex.org/W4390606538","https://openalex.org/W2095903272"],"abstract_inverted_index":{"This":[0],"work":[1],"aims":[2],"to":[3,58,77,127,173,201,223],"improve":[4],"the":[5,48,60,63,74,107,111,114,134,150,159,176,187,193,202,206,216,220,232],"low":[6],"accuracy":[7,112],"caused":[8],"by":[9,47,92,121,212],"interference":[10,79],"information":[11,80],"during":[12],"real-time":[13,53],"weld":[14,19,227],"surface":[15,20],"detection.":[16],"Firstly,":[17],"a":[18,52],"dataset":[21,238],"with":[22,97,161,215],"7580":[23],"pictures":[24],"containing":[25],"8":[26,165],"types":[27,166],"of":[28,62,73,116,167,192,208],"defects":[29,168],"was":[30,39,56],"established.":[31],"Secondly,":[32],"an":[33,67],"improved":[34],"detection":[35,54,64,163],"model":[36,44,65,195],"named":[37],"Yolo-MSAPF":[38,75,194],"designed":[40],"based":[41],"on":[42],"Yolo-v5":[43],"and":[45,147,237],"verified":[46,230],"self-established":[49],"database.":[50],"Finally,":[51],"system":[55],"built":[57],"analyze":[59],"performance":[61],"in":[66,85,137,144,149,231],"industrial":[68,233],"environment.":[69,234],"The":[70,153],"design":[71],"principle":[72],"is":[76,179,183,199,210,228],"eliminate":[78],"but":[81,113],"enhance":[82],"necessary":[83],"features":[84,99,118,123,136],"each":[86,138],"scale":[87,139],"as":[88,90],"much":[89],"possible":[91],"multi-scale":[93],"alignment":[94],"fusion":[95],"(MSAF)":[96],"parallel":[98,145],"filtering":[100],"(PFF)":[101],"modules":[102],"(i.e.,":[103],"MSAPF":[104,177],"strategy).":[105],"For":[106],"MSAF,":[108],"not":[109],"only":[110],"richness":[115],"fused":[117,135],"are":[119],"guaranteed":[120],"aligning":[122],"at":[124,242],"one":[125],"level":[126],"fuse":[128],"all":[129],"other":[130],"scales.":[131],"After":[132],"that,":[133],"were":[140],"individually":[141],"filtered":[142],"out":[143,225],"spatial":[146],"channel":[148],"PFF":[151],"module.":[152],"results":[154],"show":[155],"that":[156,186],"rate":[157],"for":[158,164],"images":[160],"missing":[162],"sharply":[169],"drops":[170],"from":[171],"21.47%":[172],"1.68%":[174],"when":[175],"strategy":[178],"used.":[180],"Moreover,":[181],"it":[182],"worth":[184],"noting":[185],"<italic":[188],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[189],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">mAP</i>":[190],"@0.5":[191],"reaches":[196],"95.3%,":[197],"which":[198],"similar":[200],"Yolo-v7":[203],"model,":[204],"while":[205],"number":[207],"parameters":[209],"reduced":[211],"30.1%,":[213],"compared":[214],"baseline":[217],"model.":[218],"Additionally,":[219],"great":[221],"ability":[222],"screen":[224],"unqualified":[226],"also":[229],"Soon,":[235],"code":[236],"will":[239],"be":[240],"available":[241],"https://github.com/Luckycat518/Yolo-MSAPF.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":41},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-27T08:22:11.395708","created_date":"2025-10-10T00:00:00"}