{"id":"https://openalex.org/W4408609860","doi":"https://doi.org/10.1109/tim.2025.3550234","title":"V<sup>2</sup>net: A Nested Framework for Crack Segmentation Based on Multiscale Feature Learning","display_name":"V<sup>2</sup>net: A Nested Framework for Crack Segmentation Based on Multiscale Feature Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408609860","doi":"https://doi.org/10.1109/tim.2025.3550234"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3550234","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3550234","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":null,"display_name":"Wenhao Liu","orcid":"https://orcid.org/0009-0007-6946-7556"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenhao Liu","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0007-6946-7556","affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101960250","display_name":"Yuanyuan Li","orcid":"https://orcid.org/0000-0002-5719-1018"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanyuan Li","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-5719-1018","affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033286820","display_name":"A. A. M. Muzahid","orcid":"https://orcid.org/0000-0003-2001-1922"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"A. A. M. Muzahid","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-2001-1922","affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I141962983"],"apc_list":null,"apc_paid":null,"fwci":0.8507,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70224183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9965999722480774,"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":0.9965999722480774,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9595000147819519,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.948199987411499,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6575295925140381},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6088343858718872},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5844706296920776},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.556451141834259},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49539482593536377},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47758081555366516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4421325922012329},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.37652283906936646},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1912248432636261},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19110438227653503},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.11759999394416809}],"concepts":[{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6575295925140381},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6088343858718872},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5844706296920776},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.556451141834259},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49539482593536377},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47758081555366516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4421325922012329},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.37652283906936646},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1912248432636261},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19110438227653503},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.11759999394416809},{"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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3550234","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3550234","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":[],"awards":[{"id":"https://openalex.org/G326115687","display_name":null,"funder_award_id":"2024AI008","funder_id":"https://openalex.org/F4320327061","funder_display_name":"Shanghai Minhang Science and Technology Commission"},{"id":"https://openalex.org/G4284585604","display_name":null,"funder_award_id":"23DZ2205000","funder_id":"https://openalex.org/F4320327061","funder_display_name":"Shanghai Minhang Science and Technology Commission"}],"funders":[{"id":"https://openalex.org/F4320327061","display_name":"Shanghai Minhang Science and Technology Commission","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2144801789","https://openalex.org/W2289283324","https://openalex.org/W2407692387","https://openalex.org/W2523358814","https://openalex.org/W2735386636","https://openalex.org/W2787091153","https://openalex.org/W2793513544","https://openalex.org/W2884436604","https://openalex.org/W2899242765","https://openalex.org/W2912350898","https://openalex.org/W2912530595","https://openalex.org/W2916798096","https://openalex.org/W2963881378","https://openalex.org/W2964308596","https://openalex.org/W2982083293","https://openalex.org/W3023248403","https://openalex.org/W3044580098","https://openalex.org/W3094897602","https://openalex.org/W3112503277","https://openalex.org/W3120530722","https://openalex.org/W3134108147","https://openalex.org/W3138516171","https://openalex.org/W3185554878","https://openalex.org/W3201890785","https://openalex.org/W4212882302","https://openalex.org/W4246193833","https://openalex.org/W4280491056","https://openalex.org/W4295934721","https://openalex.org/W4309047390","https://openalex.org/W4312070099","https://openalex.org/W4312781473","https://openalex.org/W4320930577","https://openalex.org/W4324026569","https://openalex.org/W4378009649","https://openalex.org/W4385245566","https://openalex.org/W4386598383","https://openalex.org/W4387211614","https://openalex.org/W4389216503","https://openalex.org/W4389494934","https://openalex.org/W4390873988","https://openalex.org/W4392137252","https://openalex.org/W4392538737","https://openalex.org/W4392567191","https://openalex.org/W4396825686","https://openalex.org/W4399872068","https://openalex.org/W4400647666","https://openalex.org/W6714138976","https://openalex.org/W6797399245","https://openalex.org/W6849565481","https://openalex.org/W6858317486"],"related_works":["https://openalex.org/W2912321008","https://openalex.org/W1998607122","https://openalex.org/W2324368075","https://openalex.org/W2972124131","https://openalex.org/W338149487","https://openalex.org/W4403012196","https://openalex.org/W2972032537","https://openalex.org/W150363521","https://openalex.org/W3154107650","https://openalex.org/W2613671004"],"abstract_inverted_index":{"Crack":[0],"detection":[1],"is":[2],"crucial":[3],"for":[4,55,150],"infrastructure":[5],"safety":[6],"assessment":[7],"and":[8,18,36,47,60,94,114,135,140,162,188],"maintenance.":[9],"However,":[10],"the":[11,107,116,144,175,183,200,203],"diversity":[12],"of":[13,42,109,146,160,180,202],"crack":[14,129,151,167],"patterns,":[15],"complex":[16,121],"topologies,":[17],"variable":[19],"imaging":[20],"conditions":[21],"pose":[22],"significant":[23],"challenges":[24],"to":[25,64,76,101],"automatic":[26],"segmentation":[27,168],"systems.":[28],"In":[29,62],"addition,":[30],"issues":[31],"with":[32,39],"multiscale":[33,72,91],"feature":[34,92,103],"extraction":[35,93],"fusion,":[37],"along":[38],"insufficient":[40],"consideration":[41],"external":[43],"factors":[44],"like":[45],"weather":[46],"human":[48,136],"interference":[49],"in":[50,57,125],"existing":[51,110],"datasets,":[52,111],"leave":[53],"room":[54],"improvement":[56],"model":[58,149,176],"accuracy":[59],"generalization.":[61],"response":[63],"these":[65],"challenges,":[66],"we":[67,112],"propose":[68],"a":[69,71,87,178],"V2net,":[70],"nested":[73],"network":[74],"designed":[75],"enhance":[77],"generalization":[78],"by":[79,132],"progressively":[80],"connecting":[81],"multiple":[82],"VNet":[83],"submodules.":[84],"We":[85],"introduce":[86],"simple":[88],"yet":[89],"efficient":[90],"fusion":[95,98],"module":[96],"[multichannel":[97],"attention":[99],"(MCFA)]":[100],"improve":[102],"extraction.":[104],"To":[105,170],"address":[106],"limitations":[108],"developed":[113],"released":[115],"SUES-CRACK":[117,184],"dataset,":[118],"which":[119],"incorporates":[120],"scenarios,":[122],"including":[123],"variations":[124],"lighting":[126],"conditions,":[127],"blurred":[128],"boundaries":[130],"caused":[131],"water":[133],"infiltration,":[134],"interference.":[137],"Both":[138],"quantitative":[139],"qualitative":[141],"results":[142],"demonstrate":[143],"effectiveness":[145],"our":[147],"proposed":[148],"segmentation.":[152],"Extensive":[153],"experiments":[154],"show":[155],"that":[156],"V2net":[157],"achieves":[158],"MIoU":[159,179],"66.51%":[161],"44.23%":[163],"on":[164,182],"two":[165],"public":[166],"datasets.":[169],"further":[171],"validate":[172],"its":[173],"generalization,":[174],"achieved":[177],"50.91%":[181],"dataset.":[185],"The":[186],"dataset":[187],"source":[189],"code":[190],"will":[191],"be":[192],"made":[193],"available":[194],"at":[195],"<uri":[196],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[197],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/nanxiang11/NxV2net</uri>":[198],"following":[199],"publication":[201],"paper.":[204]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
