{"id":"https://openalex.org/W4416252840","doi":"https://doi.org/10.1111/mice.70145","title":"From pixels to rating\u2014A semiautomated system linking multi\u2010damage segmentation and condition rating in concrete bridge inspections","display_name":"From pixels to rating\u2014A semiautomated system linking multi\u2010damage segmentation and condition rating in concrete bridge inspections","publication_year":2025,"publication_date":"2025-11-15","ids":{"openalex":"https://openalex.org/W4416252840","doi":"https://doi.org/10.1111/mice.70145"},"language":"en","primary_location":{"id":"doi:10.1111/mice.70145","is_oa":true,"landing_page_url":"https://doi.org/10.1111/mice.70145","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/mice.70145","source":{"id":"https://openalex.org/S206927758","display_name":"Computer-Aided Civil and Infrastructure Engineering","issn_l":"1093-9687","issn":["1093-9687","1467-8667"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer-Aided Civil and Infrastructure Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/mice.70145","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120499641","display_name":"Rona Firdes \u00c7elik","orcid":null},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Rona Firdes \u00c7elik","raw_affiliation_strings":["Engineering Materials and Building Preservation, Helmut-Schmidt-University/University of the Federal Armed Forces Hamburg, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Engineering Materials and Building Preservation, Helmut-Schmidt-University/University of the Federal Armed Forces Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041968673","display_name":"Vedhus Hoskere","orcid":null},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vedhus Hoskere","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Houston, Houston, Texas, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Houston, Houston, Texas, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040646268","display_name":"Sylvia Ke\u00dfler","orcid":"https://orcid.org/0000-0002-1335-1104"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sylvia Kessler","raw_affiliation_strings":["Engineering Materials and Building Preservation, Helmut-Schmidt-University/University of the Federal Armed Forces Hamburg, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Engineering Materials and Building Preservation, Helmut-Schmidt-University/University of the Federal Armed Forces Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5120499641"],"corresponding_institution_ids":["https://openalex.org/I190134885"],"apc_list":{"value":4740,"currency":"USD","value_usd":4740},"apc_paid":{"value":4740,"currency":"USD","value_usd":4740},"fwci":1.9266,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87555478,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"40","issue":"30","first_page":"5842","last_page":"5866"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9322999715805054,"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":0.9322999715805054,"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/T11006","display_name":"BIM and Construction Integration","score":0.015399999916553497,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.005400000140070915,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6399000287055969},{"id":"https://openalex.org/keywords/visual-inspection","display_name":"Visual inspection","score":0.60589998960495},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5953999757766724},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.5467000007629395},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.44670000672340393},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.39910000562667847},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.3917999863624573},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.3774000108242035},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.32659998536109924}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6572999954223633},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6399000287055969},{"id":"https://openalex.org/C168820333","wikidata":"https://www.wikidata.org/wiki/Q448889","display_name":"Visual inspection","level":2,"score":0.60589998960495},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5953999757766724},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.5467000007629395},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.44670000672340393},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43290001153945923},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.39910000562667847},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3917999863624573},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3774000108242035},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.32659998536109924},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3237999975681305},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.3230000138282776},{"id":"https://openalex.org/C10272871","wikidata":"https://www.wikidata.org/wiki/Q929972","display_name":"Software inspection","level":5,"score":0.3151000142097473},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.3111000061035156},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2922999858856201},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.29089999198913574},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.28619998693466187},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.27549999952316284},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.2745000123977661},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2685000002384186},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25600001215934753},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/mice.70145","is_oa":true,"landing_page_url":"https://doi.org/10.1111/mice.70145","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/mice.70145","source":{"id":"https://openalex.org/S206927758","display_name":"Computer-Aided Civil and Infrastructure Engineering","issn_l":"1093-9687","issn":["1093-9687","1467-8667"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer-Aided Civil and Infrastructure Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1111/mice.70145","is_oa":true,"landing_page_url":"https://doi.org/10.1111/mice.70145","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/mice.70145","source":{"id":"https://openalex.org/S206927758","display_name":"Computer-Aided Civil and Infrastructure Engineering","issn_l":"1093-9687","issn":["1093-9687","1467-8667"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer-Aided Civil and Infrastructure Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416252840.pdf","grobid_xml":"https://content.openalex.org/works/W4416252840.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W96161441","https://openalex.org/W1566256432","https://openalex.org/W1901129140","https://openalex.org/W1992588370","https://openalex.org/W2615996648","https://openalex.org/W2729478895","https://openalex.org/W2776541877","https://openalex.org/W2793283241","https://openalex.org/W2898456550","https://openalex.org/W2922073063","https://openalex.org/W2952948480","https://openalex.org/W2963781752","https://openalex.org/W2964118266","https://openalex.org/W3101971881","https://openalex.org/W3175917553","https://openalex.org/W3205398594","https://openalex.org/W3206792010","https://openalex.org/W3208474673","https://openalex.org/W3217580385","https://openalex.org/W4200292243","https://openalex.org/W4213012943","https://openalex.org/W4220655116","https://openalex.org/W4220692034","https://openalex.org/W4223510716","https://openalex.org/W4239709965","https://openalex.org/W4296899665","https://openalex.org/W4308450582","https://openalex.org/W4309324685","https://openalex.org/W4316662016","https://openalex.org/W4362551393","https://openalex.org/W4376271115","https://openalex.org/W4380433858","https://openalex.org/W4386051124","https://openalex.org/W4387166630","https://openalex.org/W4387336396","https://openalex.org/W4389613417","https://openalex.org/W4390874575","https://openalex.org/W4392121023","https://openalex.org/W4394593191","https://openalex.org/W4394982497","https://openalex.org/W4399878246","https://openalex.org/W4402479787","https://openalex.org/W4402488658","https://openalex.org/W4402707275","https://openalex.org/W4403448492","https://openalex.org/W4403843587","https://openalex.org/W4407196336","https://openalex.org/W4407357579","https://openalex.org/W4407777792","https://openalex.org/W4409239351","https://openalex.org/W4410015699","https://openalex.org/W4414266711"],"related_works":[],"abstract_inverted_index":{"While":[0],"machine":[1],"learning":[2],"(ML)":[3],"has":[4],"advanced":[5],"image-based":[6],"damage":[7,18,36,56,71,140,153,205],"detection,":[8],"a":[9,46,66,92,108,131,189],"critical":[10],"gap":[11,52],"remains:":[12],"the":[13,35,185],"automated":[14,104],"translation":[15],"of":[16,79,110],"detected":[17],"into":[19,99,196],"standardized":[20],"condition":[21,59,89,105,156,208],"ratings":[22],"used":[23],"in":[24,175,212],"structural":[25],"assessments.":[26],"Most":[27],"existing":[28],"approaches":[29],"stop":[30],"at":[31],"semantic":[32,77],"segmentation,":[33,72],"overlooking":[34],"rating":[37,60,141,157],"step":[38],"essential":[39],"for":[40,70,94,103,171,183,192],"practical":[41],"inspections.":[42],"This":[43],"paper":[44],"presents":[45],"semiautomated":[47],"system":[48,133,149,186],"that":[49,201],"bridges":[50],"this":[51,127],"by":[53],"linking":[54],"multi-label":[55],"segmentation":[57,137],"with":[58,177],"prediction.":[61],"Our":[62],"contributions":[63],"are:":[64],"(1)":[65],"data-driven":[67],"label":[68],"taxonomy":[69],"derived":[73],"from":[74,204],"statistical":[75],"and":[76,84,107,129,138,155,167,181],"analysis":[78],"2.2":[80],"million":[81],"inspection":[82,97,146,165,179,198],"records,":[83],"designed":[85,182],"to":[86,120,207],"support":[87,170],"downstream":[88],"rating;":[90],"(2)":[91],"pipeline":[93],"converting":[95],"textual":[96],"records":[98],"structured":[100],"training":[101],"data":[102],"rating,":[106,209],"set":[109],"custom":[111],"bidirectional":[112],"long":[113],"short-term":[114],"memory":[115],"(LSTM)":[116],"models":[117],"achieving":[118],"up":[119],"99":[121],"%":[122],"$99":[123],"\\,\\%$":[124],"F1-score":[125],"on":[126],"task;":[128],"(3)":[130],"reference":[132],"architecture":[134,187],"integrating":[135,152],"image":[136],"text-based":[139],"within":[142,158],"an":[143,159,213],"interactive":[144,160],"3D":[145,161],"interface.":[147],"The":[148],"demonstrates":[150],"how":[151],"detection":[154,206],"interface":[162],"can":[163],"streamline":[164],"documentation":[166],"enhance":[168],"decision":[169],"concrete":[172],"structures.":[173],"Developed":[174],"compliance":[176],"German":[178],"standards":[180],"adaptability,":[184],"offers":[188],"transferable":[190],"framework":[191],"embedding":[193],"ML-based":[194],"automation":[195],"digital":[197],"workflows,":[199],"ensuring":[200],"all":[202],"components,":[203],"are":[210],"aligned":[211],"end-to-end":[214],"process.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-11-15T00:00:00"}