{"id":"https://openalex.org/W4406612822","doi":"https://doi.org/10.1109/smc54092.2024.10831651","title":"A Lightweight Convolutional Transformer Architecture Approach for Crack Segmentation in Safety Assessment","display_name":"A Lightweight Convolutional Transformer Architecture Approach for Crack Segmentation in Safety Assessment","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4406612822","doi":"https://doi.org/10.1109/smc54092.2024.10831651"},"language":"en","primary_location":{"id":"doi:10.1109/smc54092.2024.10831651","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831651","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5042562601","display_name":"Muhammad Usman","orcid":"https://orcid.org/0000-0002-1942-2620"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muhammad Usman","raw_affiliation_strings":["School of Electronic Information and Electric Engineering, Shanghai Jiao Tong University,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electric Engineering, Shanghai Jiao Tong University,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080204035","display_name":"Haopeng Chen","orcid":"https://orcid.org/0000-0002-4535-5038"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haopeng Chen","raw_affiliation_strings":["School of Electronic Information and Electric Engineering, Shanghai Jiao Tong University,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electric Engineering, Shanghai Jiao Tong University,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029655911","display_name":"Muhammad Owais Raza","orcid":"https://orcid.org/0009-0005-3256-1130"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muhammad Raza","raw_affiliation_strings":["School of Electronic Information and Electric Engineering, Shanghai Jiao Tong University,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electric Engineering, Shanghai Jiao Tong University,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5195","last_page":"5199"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9692000150680542,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.9632999897003174,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6508409976959229},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5604039430618286},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5545091032981873},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4406939744949341},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3515671491622925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26951202750205994},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21194663643836975},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.07106009125709534}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6508409976959229},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5604039430618286},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5545091032981873},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4406939744949341},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3515671491622925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26951202750205994},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21194663643836975},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.07106009125709534},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc54092.2024.10831651","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831651","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2511065100","https://openalex.org/W2586750457","https://openalex.org/W2598457882","https://openalex.org/W2757455114","https://openalex.org/W2887092226","https://openalex.org/W2912350898","https://openalex.org/W2970826166","https://openalex.org/W3094502228","https://openalex.org/W3172671385","https://openalex.org/W4210412597","https://openalex.org/W4220809157","https://openalex.org/W4221144362","https://openalex.org/W4285123781","https://openalex.org/W4386598383","https://openalex.org/W6684323423","https://openalex.org/W6747842307","https://openalex.org/W6748775820","https://openalex.org/W6750469568","https://openalex.org/W6790275670","https://openalex.org/W6802648153"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Crack":[0],"segmentation":[1,57,89],"is":[2,29],"a":[3,95,101,154],"pivotal":[4],"task":[5],"in":[6,53,80],"assessing":[7],"structural":[8],"integrity":[9],"across":[10],"diverse":[11],"domains,":[12],"ranging":[13],"from":[14],"civil":[15],"infrastructure":[16],"such":[17],"as":[18],"bridges":[19],"and":[20,35,71,83,123,160],"buildings":[21],"to":[22,65,75,111,121],"the":[23,33,43,49,55,66,117,129,143,148],"fabrication":[24],"of":[25,37],"heavy":[26],"vehicles,":[27],"which":[28],"crucial":[30],"for":[31,69],"ensuring":[32],"longevity":[34],"safety":[36],"materials.":[38],"Despite":[39],"its":[40],"critical":[41],"importance,":[42],"domain":[44],"remains":[45],"relatively":[46],"underexplored":[47],"within":[48],"academic":[50],"sphere,":[51],"particularly":[52],"accommodating":[54],"crack":[56,88],"on":[58,91,147],"resource-constrained":[59],"devices.":[60],"This":[61,98],"challenge":[62],"arises":[63],"due":[64],"inherent":[67],"demand":[68],"deeper":[70],"broader":[72],"network":[73],"structures":[74],"achieve":[76],"optimal":[77],"performance,":[78],"resulting":[79],"heavier":[81],"computational":[82],"storage":[84],"overhead.":[85],"Thus,":[86],"deploying":[87],"models":[90],"practical":[92],"platforms":[93],"poses":[94],"formidable":[96],"challenge.":[97],"paper":[99],"presents":[100],"novel":[102],"lightweight":[103],"hybrid":[104],"framework":[105],"comprising":[106],"robust":[107],"Attention":[108],"UNet":[109],"architecture":[110],"assimilate":[112],"comprehensive":[113],"contextual":[114,126],"information":[115,127],"alongside":[116],"efficient":[118],"MobileVit":[119],"block":[120],"extract":[122],"integrate":[124],"global":[125],"utilizing":[128],"intricate":[130],"self-attention":[131],"mechanism.":[132],"The":[133,158],"intensive":[134],"experiment":[135],"results":[136],"illustrate":[137],"that":[138],"our":[139],"proposed":[140],"method":[141],"outperforms":[142],"existing":[144],"state-of-the-art":[145],"methods":[146],"public":[149],"benchmark":[150],"datasets":[151],"despite":[152],"employing":[153],"reduced":[155],"parameter":[156],"space.":[157],"dataset":[159],"code":[161],"can":[162],"be":[163],"accessed":[164],"at:":[165],"https://github.com/REINS-SJTU/TransAUnet":[166]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}