{"id":"https://openalex.org/W4214813080","doi":"https://doi.org/10.1007/s00521-022-07050-6","title":"A novel deep ordinal classification approach for aesthetic quality control classification","display_name":"A novel deep ordinal classification approach for aesthetic quality control classification","publication_year":2022,"publication_date":"2022-03-02","ids":{"openalex":"https://openalex.org/W4214813080","doi":"https://doi.org/10.1007/s00521-022-07050-6"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-022-07050-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-022-07050-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-07050-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-07050-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086186566","display_name":"Riccardo Rosati","orcid":"https://orcid.org/0000-0003-3288-638X"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Riccardo Rosati","raw_affiliation_strings":["Department of Information Engineering, Marche Polytechnic University, Via Brecce Bianche 12, Ancona, 60131, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Marche Polytechnic University, Via Brecce Bianche 12, Ancona, 60131, Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083456765","display_name":"Luca Romeo","orcid":"https://orcid.org/0000-0003-1707-0147"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]},{"id":"https://openalex.org/I30771326","display_name":"Italian Institute of Technology","ror":"https://ror.org/042t93s57","country_code":"IT","type":"facility","lineage":["https://openalex.org/I30771326"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Romeo","raw_affiliation_strings":["Computational Statistics and Machine Learning, Istituto Italiano di Tecnologia, Via Enrico Melen 83, Genova, 16152, Italy","Department of Information Engineering, Marche Polytechnic University, Via Brecce Bianche 12, Ancona, 60131, Italy"],"affiliations":[{"raw_affiliation_string":"Computational Statistics and Machine Learning, Istituto Italiano di Tecnologia, Via Enrico Melen 83, Genova, 16152, Italy","institution_ids":["https://openalex.org/I30771326"]},{"raw_affiliation_string":"Department of Information Engineering, Marche Polytechnic University, Via Brecce Bianche 12, Ancona, 60131, Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102762557","display_name":"V\u00edctor Manuel Vargas","orcid":"https://orcid.org/0000-0002-0700-275X"},"institutions":[{"id":"https://openalex.org/I53110688","display_name":"University of C\u00f3rdoba","ror":"https://ror.org/05yc77b46","country_code":"ES","type":"education","lineage":["https://openalex.org/I53110688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"V\u00edctor Manuel Vargas","raw_affiliation_strings":["Department of Computer Science and Numerical Analysis, University of C\u00f3rdoba, Campus Universitario de Rabanales, C\u00f3rdoba, 14014, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Numerical Analysis, University of C\u00f3rdoba, Campus Universitario de Rabanales, C\u00f3rdoba, 14014, Spain","institution_ids":["https://openalex.org/I53110688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063964437","display_name":"Pedro Antonio Guti\u00e9rrez","orcid":"https://orcid.org/0000-0002-2657-776X"},"institutions":[{"id":"https://openalex.org/I53110688","display_name":"University of C\u00f3rdoba","ror":"https://ror.org/05yc77b46","country_code":"ES","type":"education","lineage":["https://openalex.org/I53110688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro Antonio Guti\u00e9rrez","raw_affiliation_strings":["Department of Computer Science and Numerical Analysis, University of C\u00f3rdoba, Campus Universitario de Rabanales, C\u00f3rdoba, 14014, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Numerical Analysis, University of C\u00f3rdoba, Campus Universitario de Rabanales, C\u00f3rdoba, 14014, Spain","institution_ids":["https://openalex.org/I53110688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086980043","display_name":"C\u00e9sar Herv\u00e1s\u2010Mart\u00ednez","orcid":"https://orcid.org/0000-0003-4564-1816"},"institutions":[{"id":"https://openalex.org/I53110688","display_name":"University of C\u00f3rdoba","ror":"https://ror.org/05yc77b46","country_code":"ES","type":"education","lineage":["https://openalex.org/I53110688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"C\u00e9sar Herv\u00e1s-Mart\u00ednez","raw_affiliation_strings":["Department of Computer Science and Numerical Analysis, University of C\u00f3rdoba, Campus Universitario de Rabanales, C\u00f3rdoba, 14014, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Numerical Analysis, University of C\u00f3rdoba, Campus Universitario de Rabanales, C\u00f3rdoba, 14014, Spain","institution_ids":["https://openalex.org/I53110688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000889718","display_name":"Emanuele Frontoni","orcid":"https://orcid.org/0000-0002-8893-9244"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Emanuele Frontoni","raw_affiliation_strings":["Department of Information Engineering, Marche Polytechnic University, Via Brecce Bianche 12, Ancona, 60131, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Marche Polytechnic University, Via Brecce Bianche 12, Ancona, 60131, Italy","institution_ids":["https://openalex.org/I122534668"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086186566"],"corresponding_institution_ids":["https://openalex.org/I122534668"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.7563,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.91581409,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"34","issue":"14","first_page":"11625","last_page":"11639"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9937000274658203,"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"}},{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10971","display_name":"Olfactory and Sensory Function Studies","score":0.965499997138977,"subfield":{"id":"https://openalex.org/subfields/2809","display_name":"Sensory Systems"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.7723615169525146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6149178147315979},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5585920214653015},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4904761016368866},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4324479401111603},{"id":"https://openalex.org/keywords/ordinal-optimization","display_name":"Ordinal optimization","score":0.4303857982158661},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.42956000566482544},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40356868505477905},{"id":"https://openalex.org/keywords/ordinal-regression","display_name":"Ordinal regression","score":0.34192556142807007},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2477950155735016}],"concepts":[{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.7723615169525146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6149178147315979},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5585920214653015},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4904761016368866},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4324479401111603},{"id":"https://openalex.org/C81386100","wikidata":"https://www.wikidata.org/wiki/Q7100792","display_name":"Ordinal optimization","level":3,"score":0.4303857982158661},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.42956000566482544},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40356868505477905},{"id":"https://openalex.org/C110313322","wikidata":"https://www.wikidata.org/wiki/Q7100793","display_name":"Ordinal regression","level":2,"score":0.34192556142807007},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2477950155735016},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00521-022-07050-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-022-07050-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-07050-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:iris.univpm.it:11566/310208","is_oa":true,"landing_page_url":"https://hdl.handle.net/11566/310208","pdf_url":null,"source":{"id":"https://openalex.org/S4306402571","display_name":"Universit\u00e0 Politecnica delle Marche (Universit\u00e0 Politecnica delle Marche)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122534668","host_organization_name":"Marche Polytechnic University","host_organization_lineage":["https://openalex.org/I122534668"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:u-pad.unimc.it:11393/301737","is_oa":true,"landing_page_url":"https://hdl.handle.net/11393/301737","pdf_url":null,"source":{"id":"https://openalex.org/S4377196455","display_name":"U-PAD Unimc - Open Digital Publications (University of Macerata)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I55133342","host_organization_name":"University of Macerata","host_organization_lineage":["https://openalex.org/I55133342"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s00521-022-07050-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-022-07050-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-07050-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6299999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320326079","display_name":"Regione Marche","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214813080.pdf","grobid_xml":"https://content.openalex.org/works/W4214813080.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2012680855","https://openalex.org/W2050797895","https://openalex.org/W2066808422","https://openalex.org/W2142575466","https://openalex.org/W2151447451","https://openalex.org/W2154173865","https://openalex.org/W2165698076","https://openalex.org/W2190044943","https://openalex.org/W2344912664","https://openalex.org/W2582984882","https://openalex.org/W2616031720","https://openalex.org/W2749684264","https://openalex.org/W2789102937","https://openalex.org/W2810186214","https://openalex.org/W2891991685","https://openalex.org/W2900470244","https://openalex.org/W2903192526","https://openalex.org/W2920204204","https://openalex.org/W2953121811","https://openalex.org/W2962858109","https://openalex.org/W2967860686","https://openalex.org/W2972970334","https://openalex.org/W2988119488","https://openalex.org/W2996553713","https://openalex.org/W2998712829","https://openalex.org/W2998802446","https://openalex.org/W3000441679","https://openalex.org/W3011667159","https://openalex.org/W3012560784","https://openalex.org/W3015862971","https://openalex.org/W3043388922","https://openalex.org/W3128132218","https://openalex.org/W3130816267","https://openalex.org/W3130956902","https://openalex.org/W3134613616","https://openalex.org/W3134784053","https://openalex.org/W3155216686","https://openalex.org/W3155708634","https://openalex.org/W3164864026","https://openalex.org/W3170064385","https://openalex.org/W3194878797"],"related_works":["https://openalex.org/W2131191080","https://openalex.org/W1984083244","https://openalex.org/W156327249","https://openalex.org/W2356869033","https://openalex.org/W2606679795","https://openalex.org/W1610892710","https://openalex.org/W2915671782","https://openalex.org/W2783625345","https://openalex.org/W2971921292","https://openalex.org/W2139881679"],"abstract_inverted_index":{"Abstract":[0],"Nowadays,":[1],"decision":[2],"support":[3,253],"systems":[4],"(DSSs)":[5],"are":[6],"widely":[7],"used":[8],"in":[9,59,272],"several":[10],"application":[11,63],"domains,":[12],"from":[13,138,181],"industrial":[14,22],"to":[15,29,76,86,200,205,227,260],"healthcare":[16],"and":[17,68,154,163,221],"medicine":[18],"fields.":[19],"Concerning":[20],"the":[21,30,44,54,62,78,100,104,110,122,134,145,150,157,161,195,223,228,238,254,262,266],"scenario,":[23],"we":[24,143,155],"propose":[25],"a":[26,91,118,129,176,182,242],"DSS":[27,243],"oriented":[28,85],"aesthetic":[31,187],"quality":[32],"control":[33],"(AQC)":[34],"task,":[35,106],"which":[36,96],"has":[37],"quickly":[38],"established":[39],"itself":[40],"as":[41,237],"one":[42],"of":[43,48,57,64,103,189,241,247],"most":[45],"crucial":[46],"challenges":[47],"Industry":[49],"4.0.":[50],"Taking":[51],"into":[52],"account":[53],"increasing":[55],"amount":[56],"data":[58],"this":[60,88,273],"domain,":[61],"machine":[65],"learning":[66,70],"(ML)":[67],"deep":[69,140,218],"(DL)":[71],"techniques":[72],"offers":[73],"great":[74],"opportunities":[75],"automatize":[77],"overall":[79],"AQC":[80,105,114,135,173],"process.":[81],"State-of-the-art":[82],"is":[83,117,198],"mainly":[84],"approach":[87,234],"problem":[89],"with":[90,149],"nominal":[92],"DL":[93,130,233],"classification":[94],"method":[95],"does":[97],"not":[98,108],"exploit":[99],"ordinal":[101,131,141,158,219],"structure":[102],"thus":[107],"penalizing":[109],"error":[111],"among":[112,211],"distant":[113,212],"classes":[115,213],"(which":[116],"relevant":[119],"aspect":[120],"for":[121,133,170,265],"real":[123],"use":[124],"case).":[125],"The":[126,231],"paper":[127],"introduces":[128],"methodology":[132,197],"classification.":[136],"Differently":[137],"other":[139,216],"methods,":[142],"combined":[144],"standard":[146],"categorical":[147],"cross-entropy":[148],"cumulative":[151],"link":[152],"model":[153],"imposed":[156],"constraint":[159],"via":[160],"thresholds":[162],"slope":[164],"parameters.":[165],"Experimental":[166],"results":[167],"were":[168],"performed":[169],"solving":[171],"an":[172],"task":[174],"on":[175],"novel":[177],"image":[178],"dataset":[179],"originated":[180],"specific":[183,274],"company\u2019s":[184],"demand":[185],"(i.e.,":[186],"assessment":[188],"wooden":[190],"stocks).":[191],"We":[192],"demonstrated":[193],"how":[194],"proposed":[196,232],"able":[199],"reduce":[201],"misclassification":[202],"errors":[203],"(up":[204],"0.937":[206],"quadratic":[207],"weight":[208],"kappa":[209],"loss)":[210],"while":[214],"overcoming":[215],"state-of-the-art":[217],"models":[220],"reducing":[222,258],"bias":[224],"factor":[225],"related":[226],"item":[229],"geometry.":[230],"was":[235],"integrated":[236],"main":[239],"core":[240],"supported":[244],"by":[245,257],"Internet":[246],"Things":[248],"(IoT)":[249],"architecture":[250],"that":[251],"can":[252],"human":[255],"operator":[256],"up":[259],"90%":[261],"time":[263],"needed":[264],"qualitative":[267],"analysis":[268],"carried":[269],"out":[270],"manually":[271],"domain.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
