{"id":"https://openalex.org/W2888892377","doi":"https://doi.org/10.1109/ivmspw.2018.8448952","title":"A 3D-CNN Approach for the Spatio-Temporal Modeling of Surface Deterioration Phenomena","display_name":"A 3D-CNN Approach for the Spatio-Temporal Modeling of Surface Deterioration Phenomena","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2888892377","doi":"https://doi.org/10.1109/ivmspw.2018.8448952","mag":"2888892377"},"language":"en","primary_location":{"id":"doi:10.1109/ivmspw.2018.8448952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivmspw.2018.8448952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 13th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP)","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/A5013666330","display_name":"Nikolaos Dimitriou","orcid":"https://orcid.org/0000-0002-6650-7758"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Nikolaos Dimitriou","raw_affiliation_strings":["Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068558091","display_name":"Stavros Papadopoulos","orcid":"https://orcid.org/0000-0003-1018-2293"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]},{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stavros Papadopoulos","raw_affiliation_strings":["Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109397355","display_name":"Anastasios Drosou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]},{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Anastasios Drosou","raw_affiliation_strings":["Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087452615","display_name":"Dimitrios Tzovaras","orcid":"https://orcid.org/0000-0001-6915-6722"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]},{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Tzovaras","raw_affiliation_strings":["Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5013666330"],"corresponding_institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"],"apc_list":null,"apc_paid":null,"fwci":2.5561,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.90763052,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"35","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9993000030517578,"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9955999851226807,"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/point-cloud","display_name":"Point cloud","score":0.8494015336036682},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.723406195640564},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6932505369186401},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.574168860912323},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4879905581474304},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.48454800248146057},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.4736039638519287},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.46403858065605164},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4577748477458954},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.43091052770614624},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.4118741750717163},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4115408658981323},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39268407225608826},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38931161165237427},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.34904786944389343},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.1706736981868744},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14057523012161255}],"concepts":[{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.8494015336036682},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.723406195640564},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6932505369186401},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.574168860912323},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4879905581474304},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.48454800248146057},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.4736039638519287},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.46403858065605164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4577748477458954},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.43091052770614624},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.4118741750717163},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4115408658981323},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39268407225608826},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38931161165237427},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.34904786944389343},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.1706736981868744},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14057523012161255},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ivmspw.2018.8448952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivmspw.2018.8448952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 13th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8399999737739563,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2008073424","https://openalex.org/W2077290553","https://openalex.org/W2103420503","https://openalex.org/W2106528924","https://openalex.org/W2152864241","https://openalex.org/W2211722331","https://openalex.org/W2229637417","https://openalex.org/W2257534197","https://openalex.org/W2462037250","https://openalex.org/W2473361822","https://openalex.org/W2473418274","https://openalex.org/W2737234477","https://openalex.org/W2787221590","https://openalex.org/W2962928871","https://openalex.org/W2964121744","https://openalex.org/W3104141662","https://openalex.org/W6631190155","https://openalex.org/W6675606146"],"related_works":["https://openalex.org/W3016928466","https://openalex.org/W4293226380","https://openalex.org/W4389574804","https://openalex.org/W2936725271","https://openalex.org/W3150655618","https://openalex.org/W2295788148","https://openalex.org/W3108295644","https://openalex.org/W1578717197","https://openalex.org/W2394211896","https://openalex.org/W2221819563"],"abstract_inverted_index":{"The":[0,97,160,217],"modeling":[1],"of":[2,8,37,99,107,117,128,139,162,190,197,213,220],"spatio-temporal":[3],"changes":[4,157],"on":[5,73],"the":[6,32,35,48,82,90,103,112,126,129,136,163,188,191,195,198,199,209,214,221],"surface":[7,71,110,142],"materials":[9],"is":[10,102,114,165,206],"an":[11],"open":[12],"problem":[13],"with":[14],"important":[15],"applications":[16],"in":[17,58,121,180],"domain":[18],"such":[19],"as":[20],"computer":[21],"graphics":[22],"and":[23,34,80,147,178],"cultural":[24],"heritage.":[25],"Significant":[26],"progress":[27],"has":[28],"been":[29],"achieved":[30],"over":[31,86,158],"years":[33],"results":[36],"several":[38],"methods":[39],"look":[40],"realistic":[41],"up":[42],"to":[43,55,89,186],"a":[44,66,108,115,132,140,148,203],"certain":[45],"degree.":[46],"Nonetheless,":[47],"proposed":[49,207],"approaches":[50],"are":[51,77,175],"not":[52],"directly":[53],"connected":[54],"physical":[56],"measurements":[57,72],"most":[59],"cases.":[60],"In":[61,184],"this":[62,118],"paper,":[63],"we":[64],"propose":[65],"method":[67,130,222],"that":[68,76,84,94,134,154,174],"uses":[69],"3D":[70,104,144,149],"bronze":[74,172],"panels":[75,173],"artificially":[78,176],"aged":[79,177],"models":[81],"variations":[83],"occur":[85],"time":[87,123,182],"due":[88],"different":[91],"physiochemical":[92],"processes":[93],"take":[95],"place.":[96],"input":[98],"our":[100],"algorithm":[101],"point":[105,119,137,169],"cloud":[106,120,138],"material's":[109,141],"while":[111],"output":[113],"prediction":[116],"other":[122],"instances.":[124],"At":[125],"core":[127],"lies":[131],"module":[133],"maps":[135],"into":[143],"occupancy":[145],"grids":[146],"Convolutional":[150],"Neural":[151],"Network":[152],"(CNN)":[153],"captures":[155],"geometric":[156],"time.":[159],"training":[161,192],"3D-CNN":[164,200],"performed":[166],"using":[167,208],"registered":[168],"clouds":[170],"from":[171],"scanned":[179],"three":[181],"instants.":[183],"order":[185],"measure":[187],"convergence":[189],"process,":[193],"aside":[194],"minimization":[196],"cost":[201],"function,":[202],"complementary":[204],"approach":[205],"Normal":[210],"Distribution":[211],"Function":[212],"generated":[215],"surface.":[216],"experimental":[218],"evaluation":[219],"demonstrates":[223],"its":[224],"potential.":[225]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
