{"id":"https://openalex.org/W4284967631","doi":"https://doi.org/10.1142/s0218126623500068","title":"MSK-UNET: A Modified U-Net Architecture Based on Selective Kernel with Multi-Scale Input for Pavement Crack Detection","display_name":"MSK-UNET: A Modified U-Net Architecture Based on Selective Kernel with Multi-Scale Input for Pavement Crack Detection","publication_year":2022,"publication_date":"2022-07-09","ids":{"openalex":"https://openalex.org/W4284967631","doi":"https://doi.org/10.1142/s0218126623500068"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126623500068","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126623500068","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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":null,"display_name":"Xiaoliang Jiang","orcid":"https://orcid.org/0000-0002-1834-5774"},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoliang Jiang","raw_affiliation_strings":["College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0002-1834-5774","affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101890442","display_name":"Jinyun Jiang","orcid":"https://orcid.org/0000-0002-4348-7133"},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyun Jiang","raw_affiliation_strings":["College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101778767","display_name":"Jianping Yu","orcid":"https://orcid.org/0000-0003-2268-4370"},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Yu","raw_affiliation_strings":["College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384910","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0003-3384-4050"},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Quzhou University, Quzhou, Zhejiang 324000, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032903379","display_name":"Ban Wang","orcid":"https://orcid.org/0000-0003-2880-9752"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ban Wang","raw_affiliation_strings":["School of Mechanical Engineering, Hangzhou Dianzi University, Hangzhou, Zhejiang 310018, P.\u00a0R.\u00a0China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hangzhou Dianzi University, Hangzhou, Zhejiang 310018, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210123686"],"apc_list":null,"apc_paid":null,"fwci":1.8443,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.83441841,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"32","issue":"01","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":1.0,"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"}},{"id":"https://openalex.org/T10264","display_name":"Asphalt Pavement Performance Evaluation","score":0.9941999912261963,"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"}},{"id":"https://openalex.org/T11850","display_name":"Concrete Corrosion and Durability","score":0.9478999972343445,"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/computer-science","display_name":"Computer science","score":0.6236584782600403},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5436697006225586},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.49910831451416016},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.46485817432403564},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4603848457336426},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4457224905490875},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.42715516686439514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4162848889827728},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29214802384376526},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.13455721735954285}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6236584782600403},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5436697006225586},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.49910831451416016},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.46485817432403564},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4603848457336426},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4457224905490875},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.42715516686439514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4162848889827728},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29214802384376526},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.13455721735954285},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126623500068","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126623500068","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.6600000262260437}],"awards":[{"id":"https://openalex.org/G2622949302","display_name":null,"funder_award_id":"LZY22E050001","funder_id":"https://openalex.org/F4320338468","funder_display_name":"Basic Public Welfare Research Program of Zhejiang Province"},{"id":"https://openalex.org/G3433029992","display_name":null,"funder_award_id":"LGG19E050013","funder_id":"https://openalex.org/F4320338468","funder_display_name":"Basic Public Welfare Research Program of Zhejiang Province"},{"id":"https://openalex.org/G4344964503","display_name":null,"funder_award_id":"LZY22D010001","funder_id":"https://openalex.org/F4320338468","funder_display_name":"Basic Public Welfare Research Program of Zhejiang Province"},{"id":"https://openalex.org/G531477719","display_name":null,"funder_award_id":"51805124","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6180073671","display_name":null,"funder_award_id":"62101206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7016160143","display_name":null,"funder_award_id":"62102227","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338468","display_name":"Basic Public Welfare Research Program of Zhejiang Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2560023338","https://openalex.org/W2588681653","https://openalex.org/W2598457882","https://openalex.org/W2604272474","https://openalex.org/W2604691965","https://openalex.org/W2734349601","https://openalex.org/W2889494142","https://openalex.org/W2895447272","https://openalex.org/W2899242765","https://openalex.org/W2912350898","https://openalex.org/W2920633487","https://openalex.org/W2935931695","https://openalex.org/W2941356554","https://openalex.org/W2962914239","https://openalex.org/W2963351448","https://openalex.org/W2963881378","https://openalex.org/W2964308596","https://openalex.org/W2967601546","https://openalex.org/W2973007446","https://openalex.org/W2980098479","https://openalex.org/W2982564821","https://openalex.org/W3013140465","https://openalex.org/W3037414627","https://openalex.org/W3038470407","https://openalex.org/W3040977527","https://openalex.org/W3042600082","https://openalex.org/W3123709732","https://openalex.org/W3130577181","https://openalex.org/W3143901569","https://openalex.org/W3149566806","https://openalex.org/W3163789200","https://openalex.org/W3175064897","https://openalex.org/W3199542056","https://openalex.org/W3200311320","https://openalex.org/W3211349623"],"related_works":["https://openalex.org/W2275988210","https://openalex.org/W2385621972","https://openalex.org/W4229446014","https://openalex.org/W4205878964","https://openalex.org/W2980178491","https://openalex.org/W2995822876","https://openalex.org/W1535188164","https://openalex.org/W4285409139","https://openalex.org/W3179735622","https://openalex.org/W4206041985"],"abstract_inverted_index":{"Pavement":[0],"crack":[1,30,56,177],"condition":[2],"is":[3,68,129,136],"a":[4,118,133,183],"vitally":[5],"important":[6],"indicator":[7],"for":[8,54,91],"road":[9],"maintenance":[10],"and":[11,26,39,146,165,189,196,202,206,209],"driving":[12],"safety.":[13],"However,":[14],"due":[15],"to":[16,57,73,85,107,138],"the":[17,28,35,64,71,93,114,140,151],"interference":[18],"of":[19,37,49,142,153],"complex":[20],"environment,":[21],"such":[22],"as":[23,70],"illumination,":[24],"shadow":[25],"noise,":[27],"automatic":[29],"detection":[31],"solution":[32],"cannot":[33],"meet":[34],"requirements":[36],"accuracy":[38],"efficiency.":[40],"In":[41,131],"this":[42],"paper,":[43],"we":[44,79],"present":[45],"an":[46,104],"extended":[47],"version":[48],"U-Net":[50],"framework,":[51],"named":[52],"MSK-UNet,":[53],"pavement":[55],"solve":[58],"these":[59],"challenging":[60],"problems.":[61],"Specifically,":[62],"first,":[63],"U-shaped":[65],"network":[66],"structure":[67],"chosen":[69],"framework":[72],"extract":[74],"more":[75,109],"hierarchical":[76],"representation.":[77],"Second,":[78],"introduce":[80],"selective":[81],"kernel":[82],"(SK)":[83],"units":[84],"replace":[86],"U-Net\u2019s":[87],"standard":[88],"convolution":[89],"blocks":[90],"obtaining":[92],"receptive":[94],"fields":[95],"with":[96,126,179,193],"distinct":[97],"scales.":[98],"Third,":[99],"multi-scale":[100],"input":[101],"layer":[102],"establishes":[103],"image":[105,110],"pyramid":[106],"retain":[108],"context":[111],"information":[112],"at":[113],"encoder":[115],"stage.":[116],"Finally,":[117],"hybrid":[119],"loss":[120,125,128],"function":[121],"including":[122],"generalized":[123],"Dice":[124],"Focal":[127],"employed.":[130],"addition,":[132],"regularization":[134],"term":[135],"defined":[137],"reduce":[139],"impact":[141],"imbalance":[143],"between":[144],"positive":[145],"negative":[147],"samples.":[148],"To":[149],"evaluate":[150],"performance":[152,185],"our":[154,172],"algorithm,":[155],"some":[156],"tests":[157],"were":[158],"conducted":[159],"on":[160],"DeepCrack":[161],"dataset,":[162],"AsphaltCrack300":[163],"dataset":[164],"Crack500":[166],"dataset.":[167],"Experimental":[168],"results":[169],"show":[170],"that":[171],"approach":[173],"can":[174],"detect":[175],"various":[176],"types":[178],"diverse":[180],"conditions,":[181],"obtains":[182],"better":[184],"in":[186],"precision,":[187],"recall":[188,204],"[Formula:":[190,211],"see":[191,212],"text]-score,":[192],"97.43%,":[194],"96.95%":[195],"97.01%":[197],"precision":[198],"values,":[199,214],"82.51%,":[200],"93.33%":[201],"87.58%":[203],"values":[205],"95.33%,":[207],"99.24%":[208],"98.55%":[210],"text]-score":[213],"respectively.":[215]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
