{"id":"https://openalex.org/W4394586573","doi":"https://doi.org/10.1109/iske60036.2023.10481232","title":"MDAU-Net: A Multi-Scale U-Net with Dual Attention Module for Pavement Crack Segmentation","display_name":"MDAU-Net: A Multi-Scale U-Net with Dual Attention Module for Pavement Crack Segmentation","publication_year":2023,"publication_date":"2023-11-17","ids":{"openalex":"https://openalex.org/W4394586573","doi":"https://doi.org/10.1109/iske60036.2023.10481232"},"language":"en","primary_location":{"id":"doi:10.1109/iske60036.2023.10481232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske60036.2023.10481232","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 18th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","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/A5083754382","display_name":"Zaid Al\u2010Huda","orcid":"https://orcid.org/0000-0002-8920-7635"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zaid Al-Huda","raw_affiliation_strings":["Southwest Jiaotong University,School of Computing and Artificial Intelligence,Chengdu,China","School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8920-7635","affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University,School of Computing and Artificial Intelligence,Chengdu,China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010159266","display_name":"Bo Peng","orcid":"https://orcid.org/0000-0002-8694-5106"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Peng","raw_affiliation_strings":["Southwest Jiaotong University,School of Computing and Artificial Intelligence,Chengdu,China","School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8694-5106","affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University,School of Computing and Artificial Intelligence,Chengdu,China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022092645","display_name":"Mugahed A. Al\u2013antari","orcid":"https://orcid.org/0000-0002-4457-4407"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Mugahed A. Al-antari","raw_affiliation_strings":["Sejong University,College of Software & Convergence Technology,Department of Artificial Intelligence,Seoul,Korea"],"raw_orcid":"https://orcid.org/0000-0002-4457-4407","affiliations":[{"raw_affiliation_string":"Sejong University,College of Software & Convergence Technology,Department of Artificial Intelligence,Seoul,Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081692024","display_name":"Riyadh Nazar Ali Algburi","orcid":"https://orcid.org/0000-0002-5412-2164"},"institutions":[{"id":"https://openalex.org/I4401200352","display_name":"Al-Farahidi University","ror":"https://ror.org/0409yxb12","country_code":null,"type":"education","lineage":["https://openalex.org/I4401200352"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Riyadh Nazar Ali Algburi","raw_affiliation_strings":["College of Technical Engineering, Al-Farahidi University,Aeronautical Technical engineering,Baghdad,Iraq","Aeronautical Technical engineering, College of Technical Engineering, Al-Farahidi University, Baghdad, Iraq"],"raw_orcid":"https://orcid.org/0000-0002-5412-2164","affiliations":[{"raw_affiliation_string":"College of Technical Engineering, Al-Farahidi University,Aeronautical Technical engineering,Baghdad,Iraq","institution_ids":["https://openalex.org/I4401200352"]},{"raw_affiliation_string":"Aeronautical Technical engineering, College of Technical Engineering, Al-Farahidi University, Baghdad, Iraq","institution_ids":["https://openalex.org/I4401200352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075742881","display_name":"Radhwan A. A. Saleh","orcid":"https://orcid.org/0000-0001-9945-3672"},"institutions":[{"id":"https://openalex.org/I51826884","display_name":"Kocaeli \u00dcniversitesi","ror":"https://ror.org/0411seq30","country_code":"TR","type":"education","lineage":["https://openalex.org/I51826884"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Radhwan A. A. Saleh","raw_affiliation_strings":["Kocaeli University,Department of Mechatronics Engineering,Kocaeli,Turkey","Department of Mechatronics Engineering, Kocaeli University, Kocaeli, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-9945-3672","affiliations":[{"raw_affiliation_string":"Kocaeli University,Department of Mechatronics Engineering,Kocaeli,Turkey","institution_ids":["https://openalex.org/I51826884"]},{"raw_affiliation_string":"Department of Mechatronics Engineering, Kocaeli University, Kocaeli, Turkey","institution_ids":["https://openalex.org/I51826884"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035105649","display_name":"Khaled Moghalles","orcid":"https://orcid.org/0000-0002-4486-1350"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Khaled Moghalles","raw_affiliation_strings":["Southwest Jiaotong University,School of Information Science and Technology,Chengdu,China","School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-4486-1350","affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University,School of Information Science and Technology,Chengdu,China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5083754382"],"corresponding_institution_ids":["https://openalex.org/I4800084"],"apc_list":null,"apc_paid":null,"fwci":0.7428,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.6884881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"170","last_page":"177"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9890000224113464,"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/T12549","display_name":"Image and Object Detection Techniques","score":0.9797999858856201,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.7569931745529175},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6850264668464661},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5988403558731079},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5304927825927734},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4759868383407593},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3312262296676636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2694299817085266},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12898880243301392},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.10887312889099121},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09861376881599426},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.06298929452896118}],"concepts":[{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.7569931745529175},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6850264668464661},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5988403558731079},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5304927825927734},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4759868383407593},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3312262296676636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2694299817085266},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12898880243301392},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.10887312889099121},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09861376881599426},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.06298929452896118},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iske60036.2023.10481232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske60036.2023.10481232","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 18th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"},{"id":"pmh:906551a3-0753-47f2-b2fe-6a7ebc17ab13","is_oa":false,"landing_page_url":"https://avesis.kocaeli.edu.tr/publication/details/906551a3-0753-47f2-b2fe-6a7ebc17ab13/oai","pdf_url":null,"source":{"id":"https://openalex.org/S7407055291","display_name":"Kocaeli \u00dcniversitesi - AVES\u0130S","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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7269290358","display_name":null,"funder_award_id":"42075142","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W845365781","https://openalex.org/W1901129140","https://openalex.org/W2899242765","https://openalex.org/W2912350898","https://openalex.org/W2963881378","https://openalex.org/W2964308596","https://openalex.org/W2966434031","https://openalex.org/W3127751679","https://openalex.org/W3134108147","https://openalex.org/W3138516171","https://openalex.org/W3198911825","https://openalex.org/W4224244676","https://openalex.org/W4283830853","https://openalex.org/W4307572890","https://openalex.org/W4309047390","https://openalex.org/W4312070099","https://openalex.org/W4324026569","https://openalex.org/W4386598383","https://openalex.org/W4387924661","https://openalex.org/W6790275670"],"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/W2972032537","https://openalex.org/W150363521","https://openalex.org/W3154107650","https://openalex.org/W2613671004","https://openalex.org/W1990735088"],"abstract_inverted_index":{"Crack":[0],"segmentation":[1,24,130,135,145,165,179],"is":[2,148,172],"a":[3,70,142,173],"critical":[4],"and":[5,47,98,111,120,127,137,158,180,188],"demanding":[6],"task":[7],"in":[8,49,94],"pavement":[9,41,83,177,191],"engineering.":[10],"Recent":[11],"studies":[12],"using":[13],"Convolutional":[14],"Neural":[15],"Networks":[16],"(CNNs)":[17],"or":[18],"vision":[19],"Transformer":[20],"(ViT)":[21],"for":[22,82,123,176],"crack":[23,38,51,84,124,129,140,178],"have":[25],"shown":[26],"promising":[27,174],"results,":[28],"but":[29],"there":[30],"are":[31],"still":[32],"challenges":[33,54],"due":[34],"to":[35,58,90,116,184],"the":[36,99,134,186],"inhomogeneous":[37],"intensity,":[39],"complex":[40],"environments,":[42],"limited":[43],"labeled":[44],"training":[45],"datasets,":[46],"noise":[48],"most":[50],"images.":[52],"These":[53,167],"make":[55],"it":[56],"difficult":[57],"distinguish":[59],"cracks":[60],"from":[61],"noise.":[62],"To":[63],"address":[64],"these":[65],"challenges,":[66],"we":[67],"propose":[68],"MDAU-Net,":[69],"multi-scale":[71,88],"U-Net":[72],"with":[73],"dual":[74,100],"attention":[75,101,109,113],"module":[76,102,110,115],"based":[77],"on":[78,153],"an":[79],"encoder-decoder":[80],"architecture":[81],"segmentation.":[85],"MDAU-Net":[86,162,171],"exploits":[87],"input":[89],"preserve":[91],"spatial":[92],"awareness":[93],"all":[95],"encoder":[96],"layers,":[97],"(DAM)":[103],"combines":[104],"global":[105],"average":[106],"pooling":[107],"(GAP)":[108],"position":[112],"(PC)":[114],"extract":[117],"more":[118],"comprehensive":[119],"discriminative":[121],"features":[122],"boundary":[125],"recognition":[126],"improve":[128,185],"effectiveness.":[131],"For":[132],"optimizing":[133],"network":[136],"capturing":[138],"detailed":[139],"information,":[141],"hybrid":[143],"weighted":[144],"loss":[146],"function":[147],"developed.":[149],"Comprehensive":[150],"experimental":[151],"evaluations":[152],"two":[154],"benchmark":[155],"datasets":[156],"(DeepCrack":[157],"Crack500)":[159],"demonstrate":[160],"that":[161,170],"achieves":[163],"state-of-the-art":[164],"performance.":[166],"results":[168],"show":[169],"approach":[175],"can":[181],"be":[182],"used":[183],"safety":[187],"durability":[189],"of":[190],"infrastructure.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}