{"id":"https://openalex.org/W3032625605","doi":"https://doi.org/10.1145/3383972.3384036","title":"Image-based Renovation Progress Inspection with Deep Siamese Networks","display_name":"Image-based Renovation Progress Inspection with Deep Siamese Networks","publication_year":2020,"publication_date":"2020-02-15","ids":{"openalex":"https://openalex.org/W3032625605","doi":"https://doi.org/10.1145/3383972.3384036","mag":"3032625605"},"language":"en","primary_location":{"id":"doi:10.1145/3383972.3384036","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3383972.3384036","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 12th International Conference on Machine Learning and Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.aalto.fi/en/publications/9a997ef3-d3f6-40c3-9f8e-17bc6a5a2fa5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012352434","display_name":"Petr Byvshev","orcid":"https://orcid.org/0000-0001-9876-8031"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Petr Byvshev","raw_affiliation_strings":["Aalto University, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004707090","display_name":"Pham-An Truong","orcid":null},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Pham-An Truong","raw_affiliation_strings":["Aalto University, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069437467","display_name":"Yu Xiao","orcid":"https://orcid.org/0000-0002-4517-3779"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Yu Xiao","raw_affiliation_strings":["Aalto University, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012352434"],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":null,"apc_paid":null,"fwci":0.146,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.47108031,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"96","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9995999932289124,"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":0.9995999932289124,"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/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.970300018787384,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6986756920814514},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6441794037818909},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6347635388374329},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6137964129447937},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.590935468673706},{"id":"https://openalex.org/keywords/visual-inspection","display_name":"Visual inspection","score":0.5349442362785339},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.5046607255935669},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4961176812648773},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.49201700091362},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4694000780582428},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.44284284114837646},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41458797454833984},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18221384286880493},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.12205237150192261}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6986756920814514},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6441794037818909},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6347635388374329},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6137964129447937},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.590935468673706},{"id":"https://openalex.org/C168820333","wikidata":"https://www.wikidata.org/wiki/Q448889","display_name":"Visual inspection","level":2,"score":0.5349442362785339},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.5046607255935669},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4961176812648773},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.49201700091362},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4694000780582428},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.44284284114837646},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41458797454833984},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18221384286880493},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.12205237150192261},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3383972.3384036","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3383972.3384036","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 12th International Conference on Machine Learning and Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/45325","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/9a997ef3-d3f6-40c3-9f8e-17bc6a5a2fa5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"}],"best_oa_location":{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/45325","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/9a997ef3-d3f6-40c3-9f8e-17bc6a5a2fa5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"},"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W146464311","https://openalex.org/W1686810756","https://openalex.org/W1988234228","https://openalex.org/W2037789405","https://openalex.org/W2057545090","https://openalex.org/W2084362125","https://openalex.org/W2118664399","https://openalex.org/W2127589108","https://openalex.org/W2194775991","https://openalex.org/W2289875257","https://openalex.org/W2346626577","https://openalex.org/W2406172047","https://openalex.org/W2418691539","https://openalex.org/W2470394683","https://openalex.org/W2531409750","https://openalex.org/W2545738652","https://openalex.org/W2552690652","https://openalex.org/W2555756618","https://openalex.org/W2560046091","https://openalex.org/W2592936284","https://openalex.org/W2612445135","https://openalex.org/W3038203150","https://openalex.org/W3091905774","https://openalex.org/W6687483927"],"related_works":["https://openalex.org/W2618286804","https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W2352448290","https://openalex.org/W2329643025","https://openalex.org/W2380820513","https://openalex.org/W2913146933","https://openalex.org/W2372385138","https://openalex.org/W2002770077","https://openalex.org/W4296359239"],"abstract_inverted_index":{"Various":[0],"specialized":[1],"machine":[2,60],"vision":[3],"systems":[4],"have":[5],"been":[6],"proposed":[7],"for":[8,28,50,63],"item":[9],"inspection,":[10],"robot":[11],"supervision":[12],"and":[13,18,45,108,188,212],"quality":[14],"control":[15],"in":[16,33,55,67],"manufacturing":[17],"construction":[19,22,43],"industries.":[20],"However,":[21],"industries":[23],"are":[24],"still":[25],"lacking":[26],"solutions":[27,95],"automating":[29],"the":[30,90,98,114,118,150,154,158,165,171,233,241],"progress":[31,65,74,176,226],"inspection":[32,75],"building":[34],"renovation":[35,68,91,214],"projects.":[36],"As":[37],"smartphones":[38],"becoming":[39],"increasingly":[40],"pervasive":[41],"among":[42],"workers":[44],"use":[46,167],"of":[47,89,117,126,153,160,207,218,236],"smartphone":[48,71],"photos":[49,208],"documentation":[51],"getting":[52],"more":[53,190],"popular,":[54],"this":[56],"work,":[57],"we":[58,141,169],"propose":[59],"learning":[61,101],"methods":[62],"automatic":[64],"recognition":[66],"projects":[69],"from":[70,113,177],"images.":[72],"Renovation":[73],"is":[76,221],"formulated":[77],"as":[78],"an":[79],"ordinal":[80],"classification":[81,186],"problem,":[82],"with":[83,139],"every":[84],"class":[85],"representing":[86],"one":[87],"stage":[88,237],"process.":[92],"The":[93,181,216],"baseline":[94],"inspired":[96],"by":[97],"popular":[99],"deep":[100,243],"architectures":[102],"like":[103],"VGG19,":[104],"ResNet,":[105],"Xception,":[106],"DenseNet":[107],"MobileNet":[109],"do":[110],"not":[111],"benefit":[112],"temporal":[115,192,234],"property":[116,152],"data.":[119],"Consecutive":[120],"stages":[121],"share":[122],"a":[123,161,199,204,224],"substantial":[124],"amount":[125],"visual":[127],"features,":[128],"which":[129,148],"makes":[130],"it":[131],"difficult":[132],"to":[133,156,174,240],"differentiate":[134],"between":[135],"them.":[136],"To":[137],"cope":[138],"that,":[140],"design":[142],"special":[143,166],"networks":[144],"-":[145,203],"Ordering":[146],"Nets":[147],"utilize":[149],"consecutive":[151],"classes":[155],"predict":[157],"order":[159,183],"photo":[162],"pair.":[163],"For":[164],"case,":[168],"train":[170],"1-Step-":[172],"Net":[173],"recognize":[175],"two":[178],"subsequent":[179],"photos.":[180],"extracted":[182],"information":[184],"increases":[185],"accuracy":[187,235],"provides":[189],"precise":[191],"prediction.":[193],"We":[194],"report":[195],"our":[196,219],"results":[197],"on":[198,223],"new":[200],"Reno-2018":[201],"dataset":[202],"two-part":[205],"collection":[206],"that":[209],"covers":[210],"bathroom":[211],"kitchen":[213],"steps.":[215],"applicability":[217],"approach":[220],"demonstrated":[222],"simulated":[225],"estimation":[227],"task.":[228],"Our":[229],"method":[230],"significantly":[231],"improves":[232],"predictions":[238],"compared":[239],"base":[242],"neural":[244],"network":[245],"models.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}