{"id":"https://openalex.org/W4407129745","doi":"https://doi.org/10.1109/cbmi62980.2024.10859237","title":"A Hybrid AI System for Fusion of Object and Context Information: Application to the Rail Line Defect Detection","display_name":"A Hybrid AI System for Fusion of Object and Context Information: Application to the Rail Line Defect Detection","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4407129745","doi":"https://doi.org/10.1109/cbmi62980.2024.10859237"},"language":"en","primary_location":{"id":"doi:10.1109/cbmi62980.2024.10859237","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbmi62980.2024.10859237","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Content-Based Multimedia Indexing (CBMI)","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/A5042777176","display_name":"Alexey Zhukov","orcid":"https://orcid.org/0009-0009-0518-5474"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Alexey Zhukov","raw_affiliation_strings":["University Bordeaux, CNRS, Bordeaux INP, INRIA,Saintes,France","Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Bordeaux, CNRS, Bordeaux INP, INRIA,Saintes,France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210160189","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089758511","display_name":"Jenny Benois\u2010Pineau","orcid":"https://orcid.org/0000-0003-0659-8894"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jenny Benois-Pineau","raw_affiliation_strings":["University Bordeaux, CNRS, Bordeaux INP, INRIA,Talence,France","Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Bordeaux, CNRS, Bordeaux INP, INRIA,Talence,France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210160189","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061968003","display_name":"Alain Rivero","orcid":"https://orcid.org/0000-0003-1044-4337"},"institutions":[{"id":"https://openalex.org/I210368670","display_name":"Soci\u00e9t\u00e9 Nationale des Chemins de Fer Fran\u00e7ais (France)","ror":"https://ror.org/0454vek02","country_code":"FR","type":"company","lineage":["https://openalex.org/I210368670"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alain Rivero","raw_affiliation_strings":["SNCF-Reseau, Direction Generale, Industrielle et Ingenierie,Department IP3M DM MATRICE,Paris,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SNCF-Reseau, Direction Generale, Industrielle et Ingenierie,Department IP3M DM MATRICE,Paris,France","institution_ids":["https://openalex.org/I210368670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084035589","display_name":"Akka Zemmari","orcid":"https://orcid.org/0000-0002-9776-0449"},"institutions":[{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Akka Zemmari","raw_affiliation_strings":["University Bordeaux, CNRS, Bordeaux INP, INRIA,Talence,France","Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Bordeaux, CNRS, Bordeaux INP, INRIA,Talence,France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210160189","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067540221","display_name":"Mohamed Mosbah","orcid":"https://orcid.org/0000-0001-6031-4237"},"institutions":[{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mohamed Mosbah","raw_affiliation_strings":["University Bordeaux, CNRS, Bordeaux INP, INRIA,Talence,France","Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Bordeaux, CNRS, Bordeaux INP, INRIA,Talence,France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210160189","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116144533","display_name":"Danilo Crispiani","orcid":null},"institutions":[{"id":"https://openalex.org/I210368670","display_name":"Soci\u00e9t\u00e9 Nationale des Chemins de Fer Fran\u00e7ais (France)","ror":"https://ror.org/0454vek02","country_code":"FR","type":"company","lineage":["https://openalex.org/I210368670"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Danilo Crispiani","raw_affiliation_strings":["SNCF-Voyageurs, Direction, Ingenierie du Materiel,MD DEV,Paris,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SNCF-Voyageurs, Direction, Ingenierie du Materiel,MD DEV,Paris,France","institution_ids":["https://openalex.org/I210368670"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5042777176"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210160189"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29381244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9994999766349792,"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":0.9994999766349792,"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/T12707","display_name":"Vehicle License Plate Recognition","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9925000071525574,"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/computer-science","display_name":"Computer science","score":0.6752001643180847},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6495275497436523},{"id":"https://openalex.org/keywords/line","display_name":"Line (geometry)","score":0.5794982314109802},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4976508915424347},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.48270344734191895},{"id":"https://openalex.org/keywords/information-fusion","display_name":"Information fusion","score":0.47244957089424133},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4402349591255188},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34603267908096313}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6752001643180847},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6495275497436523},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.5794982314109802},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4976508915424347},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.48270344734191895},{"id":"https://openalex.org/C2982962833","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information fusion","level":2,"score":0.47244957089424133},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4402349591255188},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34603267908096313},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"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":2,"locations":[{"id":"doi:10.1109/cbmi62980.2024.10859237","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbmi62980.2024.10859237","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Content-Based Multimedia Indexing (CBMI)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04999579v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04999579","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2024 International Conference on Content-Based Multimedia Indexing (CBMI), Sep 2024, Reykjavik, France. IEEE, pp.1-7, 2025, ⟨10.1109/CBMI62980.2024.10859237⟩","raw_type":"Proceedings"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1670845525","https://openalex.org/W1999378860","https://openalex.org/W2125215748","https://openalex.org/W2141364309","https://openalex.org/W2142037471","https://openalex.org/W2155871590","https://openalex.org/W2194775991","https://openalex.org/W2895403383","https://openalex.org/W2963195425","https://openalex.org/W2981207549","https://openalex.org/W3029276284","https://openalex.org/W3037471945","https://openalex.org/W3040763352","https://openalex.org/W3094502228","https://openalex.org/W3195860412","https://openalex.org/W3200351420","https://openalex.org/W4213454368","https://openalex.org/W4285238378","https://openalex.org/W4304080814","https://openalex.org/W4390190087","https://openalex.org/W4391287655","https://openalex.org/W4391748770","https://openalex.org/W6631898292"],"related_works":["https://openalex.org/W2737719445","https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W2898210368","https://openalex.org/W4239098401","https://openalex.org/W2967030268","https://openalex.org/W2185253430","https://openalex.org/W2355579697","https://openalex.org/W4360871138","https://openalex.org/W3208972923"],"abstract_inverted_index":{"A":[0],"hybrid":[1,159],"artificial":[2],"intelligence":[3],"(Hybrid":[4],"AI)":[5],"which":[6,81],"represents":[7],"a":[8,11,22,55,143],"convergence":[9],"of":[10,30,60,90,96,111,113,126,154,168],"classical":[12],"(symbolic)":[13],"AI":[14],"with":[15],"recent":[16],"machine":[17],"learning":[18,35],"approaches":[19],"has":[20,42],"become":[21],"very":[23],"quickly":[24],"developing":[25],"research":[26],"axis.":[27],"The":[28,157],"combination":[29],"rule-based":[31],"reasoning":[32],"and":[33,78,84,121,128,138],"statistical":[34],"is":[36,98,131,140],"required":[37],"whenever":[38],"the":[39,47,58,88,101,106,119,135,151],"domain":[40],"knowledge":[41],"to":[43,118,134,166],"be":[44],"incorporated":[45],"in":[46,87,105],"decision":[48],"system.":[49],"In":[50],"this":[51,114],"work":[52],"we":[53],"present":[54],"system":[56,160],"on":[57,150],"basis":[59],"Deep":[61],"Neural":[62],"Networks":[63],"(DNNs)":[64],"as":[65,69],"object":[66,120],"detectors,":[67],"such":[68],"You":[70],"Only":[71],"Look":[72],"Once":[73],"version":[74],"8":[75],"(YOLOv8),":[76],"transformers":[77],"logical":[79],"rules":[80],"link":[82],"objects":[83,127,163],"their":[85],"context":[86,122,129],"problem":[89],"rail":[91,155],"line":[92],"defect":[93],"detection.":[94],"Fusion":[95],"information":[97],"performed":[99,132],"at":[100],"intermediate":[102],"level":[103],"-":[104],"feature":[107],"space,":[108],"mixing":[109],"sets":[110],"elements":[112,130],"space":[115],"delimited":[116],"due":[117],"element":[123],"detectors.":[124],"Combination":[125],"accordingly":[133],"domain-defined":[136],"rules,":[137],"fusion":[139],"ensured":[141],"by":[142],"vision":[144],"transformer.":[145],"Experiments":[146],"have":[147],"been":[148],"conducted":[149],"domainrecorded":[152],"dataset":[153],"defects.":[156],"proposed":[158],"outperforms":[161],"base-line":[162],"detection":[164],"up":[165],"0.28":[167],"accuracy":[169],"increase.":[170]},"counts_by_year":[],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}