{"id":"https://openalex.org/W4405908671","doi":"https://doi.org/10.1109/icait62580.2024.10808070","title":"CrackSAM: Study on Few-Shot Segmentation of Mural Crack Images Using SAM","display_name":"CrackSAM: Study on Few-Shot Segmentation of Mural Crack Images Using SAM","publication_year":2024,"publication_date":"2024-08-16","ids":{"openalex":"https://openalex.org/W4405908671","doi":"https://doi.org/10.1109/icait62580.2024.10808070"},"language":"en","primary_location":{"id":"doi:10.1109/icait62580.2024.10808070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icait62580.2024.10808070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 16th International Conference on Advanced Infocomm Technology (ICAIT)","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/A5102012660","display_name":"Xu Han","orcid":"https://orcid.org/0000-0003-3707-660X"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Xu","raw_affiliation_strings":["College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101607831","display_name":"Chenghua Li","orcid":"https://orcid.org/0000-0002-6392-3342"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenghua Li","raw_affiliation_strings":["College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041154906","display_name":"Xiaoping Jiang","orcid":"https://orcid.org/0000-0002-3588-1675"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Jiang","raw_affiliation_strings":["College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100328848","display_name":"Shuai Zhang","orcid":"https://orcid.org/0000-0001-9153-5673"},"institutions":[{"id":"https://openalex.org/I4210160117","display_name":"Dunhuang Research Academy","ror":"https://ror.org/05j1pnm38","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210160117"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Zhang","raw_affiliation_strings":["Security Office DunHuang Academy,DunHuang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Security Office DunHuang Academy,DunHuang,China","institution_ids":["https://openalex.org/I4210160117"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385178","display_name":"Shiqi Wang","orcid":"https://orcid.org/0000-0002-3583-959X"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiqi Wang","raw_affiliation_strings":["College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010456394","display_name":"Haotong Zhang","orcid":"https://orcid.org/0000-0002-6617-5300"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haotong Zhang","raw_affiliation_strings":["College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronics and Information Engineering, South-Central Minzu University,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"188","last_page":"193"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9955000281333923,"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":0.9955000281333923,"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/T11609","display_name":"Geophysical Methods and Applications","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.9851999878883362,"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/mural","display_name":"Mural","score":0.9103176593780518},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.808042049407959},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6260690093040466},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5737700462341309},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5429595708847046},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.536483645439148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.500704288482666},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4176119565963745},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3458935022354126},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.13526874780654907},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.05928727984428406},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.05639246106147766}],"concepts":[{"id":"https://openalex.org/C2777420470","wikidata":"https://www.wikidata.org/wiki/Q219423","display_name":"Mural","level":3,"score":0.9103176593780518},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.808042049407959},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6260690093040466},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5737700462341309},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5429595708847046},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.536483645439148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.500704288482666},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4176119565963745},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3458935022354126},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.13526874780654907},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.05928727984428406},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.05639246106147766},{"id":"https://openalex.org/C205783811","wikidata":"https://www.wikidata.org/wiki/Q11629","display_name":"Painting","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icait62580.2024.10808070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icait62580.2024.10808070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 16th International Conference on Advanced Infocomm Technology (ICAIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G275709606","display_name":null,"funder_award_id":"2020YFC1522600","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":16,"referenced_works":["https://openalex.org/W1991535795","https://openalex.org/W2030735335","https://openalex.org/W2121762142","https://openalex.org/W2407692387","https://openalex.org/W2964308596","https://openalex.org/W2964744899","https://openalex.org/W2983957948","https://openalex.org/W3167855284","https://openalex.org/W4289455615","https://openalex.org/W4306640219","https://openalex.org/W4308502964","https://openalex.org/W4387225878","https://openalex.org/W4387602657","https://openalex.org/W4390874575","https://openalex.org/W4392203599","https://openalex.org/W4403828029"],"related_works":["https://openalex.org/W2156165022","https://openalex.org/W2231338183","https://openalex.org/W2371159815","https://openalex.org/W2610116579","https://openalex.org/W2477619790","https://openalex.org/W1929133083","https://openalex.org/W2951146958","https://openalex.org/W4391511747","https://openalex.org/W1935333745","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Due":[0],"to":[1,89,113,127,160],"the":[2,9,34,65,79,84,96,110,124,135,138,176,202],"scarcity":[3],"of":[4,11,23,95,137,149,207],"mural":[5,12,57,73,173,208],"disease":[6],"data":[7,25],"and":[8,49,59,122,180,189,205],"complexity":[10],"backgrounds,":[13,185],"Traditional":[14],"deep":[15],"learning":[16],"image":[17,42,81,91],"segmentation":[18,31,43,47,75,130,139,163,204],"requires":[19,60],"a":[20,118,146,197],"large":[21],"amount":[22,148],"annotated":[24],"for":[26,153,201],"training,":[27,154],"which":[28],"limits":[29],"its":[30,45,187],"performance.":[32],"Although":[33],"SAM":[35,85],"(Segment":[36],"Anything":[37],"Model)":[38],"excels":[39],"in":[40,55,183,191],"natural":[41],"with":[44,144],"zero-shot":[46],"capabilities":[48],"geometric":[50],"prompts,":[51],"it":[52],"performs":[53],"poorly":[54],"segmenting":[56],"cracks":[58,182],"manual":[61],"input":[62,97],"prompts":[63],"during":[64],"inference":[66],"stage.":[67],"This":[68,132,194],"study":[69],"proposes":[70],"an":[71],"novel":[72],"crack":[74,115,151,162,174],"method,":[76],"CrackSAM.":[77],"First,":[78],"high-performance":[80],"encoder":[82],"from":[83],"model":[86],"is":[87],"used":[88],"generate":[90,128],"embedding":[92],"feature":[93,102],"maps":[94],"images.":[98],"Next,":[99],"our":[100,155,171],"designed":[101],"extraction":[103],"module":[104,120],"further":[105],"refines":[106],"these":[107],"features,":[108],"enhancing":[109],"model's":[111],"ability":[112],"capture":[114],"details.":[116],"Then,":[117],"decoder":[119],"upsamples":[121],"decodes":[123],"refined":[125],"features":[126],"highresolution":[129],"masks.":[131],"process":[133],"ensures":[134],"accuracy":[136],"results.":[140],"In":[141],"experiments,":[142],"even":[143],"only":[145],"small":[147],"public":[150],"datasets":[152],"method":[156,177],"demonstrates":[157],"performance":[158],"close":[159],"specialized":[161],"networks":[164],"trained":[165],"on":[166,170],"full":[167],"datasets.":[168],"Notably,":[169],"self-constructed":[172],"dataset,":[175],"effectively":[178],"distinguishes":[179],"segments":[181],"complex":[184],"proving":[186],"potential":[188],"effectiveness":[190],"practical":[192],"applications.":[193],"achievement":[195],"provides":[196],"new":[198],"technical":[199],"approach":[200],"automated":[203],"assessment":[206],"damages.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
