{"id":"https://openalex.org/W4386918902","doi":"https://doi.org/10.1109/tits.2023.3314680","title":"Self-Supervised Adversarial Learning for Domain Adaptation of Pavement Distress Classification","display_name":"Self-Supervised Adversarial Learning for Domain Adaptation of Pavement Distress Classification","publication_year":2023,"publication_date":"2023-09-21","ids":{"openalex":"https://openalex.org/W4386918902","doi":"https://doi.org/10.1109/tits.2023.3314680"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2023.3314680","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2023.3314680","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-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/A5103122320","display_name":"Yanwen Wu","orcid":"https://orcid.org/0000-0002-1741-2461"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanwen Wu","raw_affiliation_strings":["School of Big Data and Software Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-1741-2461","affiliations":[{"raw_affiliation_string":"School of Big Data and Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018269144","display_name":"Mingjian Hong","orcid":"https://orcid.org/0000-0003-1523-6254"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingjian Hong","raw_affiliation_strings":["School of Big Data and Software Engineering, Chongqing University, Chongqing, China","Key Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-1523-6254","affiliations":[{"raw_affiliation_string":"School of Big Data and Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Key Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359732","display_name":"Ao Li","orcid":"https://orcid.org/0000-0002-0537-316X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ao Li","raw_affiliation_strings":["School of Big Data and Software Engineering, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Big Data and Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052560070","display_name":"Sheng Huang","orcid":"https://orcid.org/0000-0001-5610-0826"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Huang","raw_affiliation_strings":["School of Big Data and Software Engineering, Chongqing University, Chongqing, China","Key Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-5610-0826","affiliations":[{"raw_affiliation_string":"School of Big Data and Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Key Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363589","display_name":"Huijun Liu","orcid":"https://orcid.org/0000-0002-9454-218X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huijun Liu","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032611421","display_name":"Yongxin Ge","orcid":"https://orcid.org/0000-0003-3266-1009"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongxin Ge","raw_affiliation_strings":["School of Big Data and Software Engineering, Chongqing University, Chongqing, China","Key Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-3266-1009","affiliations":[{"raw_affiliation_string":"School of Big Data and Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Key Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":1.7498,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.82621052,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"25","issue":"2","first_page":"1966","last_page":"1977"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9990000128746033,"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":0.9990000128746033,"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/T10264","display_name":"Asphalt Pavement Performance Evaluation","score":0.979200005531311,"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/T11609","display_name":"Geophysical Methods and Applications","score":0.9174000024795532,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/adversarial-system","display_name":"Adversarial system","score":0.7036234140396118},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6411691904067993},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6182781457901001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.567999541759491},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5468683838844299},{"id":"https://openalex.org/keywords/distress","display_name":"Distress","score":0.5307422280311584},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4901617467403412},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.445861279964447},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.4390411972999573},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2522003650665283},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19983220100402832},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1905798316001892},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.0716283917427063},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.06979525089263916},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.06528419256210327}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7036234140396118},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6411691904067993},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6182781457901001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.567999541759491},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5468683838844299},{"id":"https://openalex.org/C139265228","wikidata":"https://www.wikidata.org/wiki/Q5283089","display_name":"Distress","level":2,"score":0.5307422280311584},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4901617467403412},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.445861279964447},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4390411972999573},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2522003650665283},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19983220100402832},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1905798316001892},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0716283917427063},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.06979525089263916},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.06528419256210327},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2023.3314680","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2023.3314680","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G1585896628","display_name":null,"funder_award_id":"62176030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3651604213","display_name":null,"funder_award_id":"62176031","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3740166354","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX1405","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W1565327149","https://openalex.org/W1969393996","https://openalex.org/W2031342017","https://openalex.org/W2035006112","https://openalex.org/W2059208457","https://openalex.org/W2090424610","https://openalex.org/W2104094955","https://openalex.org/W2130432690","https://openalex.org/W2131953535","https://openalex.org/W2144801789","https://openalex.org/W2162651021","https://openalex.org/W2163352987","https://openalex.org/W2187089797","https://openalex.org/W2312405072","https://openalex.org/W2321533354","https://openalex.org/W2593768305","https://openalex.org/W2598457882","https://openalex.org/W2618530766","https://openalex.org/W2785325870","https://openalex.org/W2798991696","https://openalex.org/W2800346298","https://openalex.org/W2842511635","https://openalex.org/W2883725317","https://openalex.org/W2911964244","https://openalex.org/W2918499589","https://openalex.org/W2963217615","https://openalex.org/W2963993484","https://openalex.org/W2964055354","https://openalex.org/W2964285681","https://openalex.org/W2964288524","https://openalex.org/W2979920800","https://openalex.org/W2997310315","https://openalex.org/W2998115938","https://openalex.org/W2998388430","https://openalex.org/W3009561768","https://openalex.org/W3018638193","https://openalex.org/W3046614818","https://openalex.org/W3096831136","https://openalex.org/W3114632476","https://openalex.org/W3134108147","https://openalex.org/W3138958118","https://openalex.org/W3167866269","https://openalex.org/W3176663948","https://openalex.org/W3194111255","https://openalex.org/W3203745213","https://openalex.org/W4226103232","https://openalex.org/W4239510810","https://openalex.org/W4285418415","https://openalex.org/W4297808394","https://openalex.org/W4312496534","https://openalex.org/W6606622037","https://openalex.org/W6633949838","https://openalex.org/W6639480849","https://openalex.org/W6682778277","https://openalex.org/W6682948231","https://openalex.org/W6734335776","https://openalex.org/W6747899497","https://openalex.org/W6750109254","https://openalex.org/W6761903662","https://openalex.org/W6763416564","https://openalex.org/W6774314701","https://openalex.org/W6774670964","https://openalex.org/W6780730929","https://openalex.org/W6783757617","https://openalex.org/W6791793911","https://openalex.org/W6795754764","https://openalex.org/W6810418586"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3176240006","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4288019534","https://openalex.org/W4310988119"],"abstract_inverted_index":{"Pavement":[0,195,204],"distress":[1,16,99,123],"classification":[2,100],"is":[3,137,143],"crucial":[4],"for":[5,13,88,159,170],"the":[6,30,44,60,83,89,117,140,155,171,191,200],"maintenance":[7],"of":[8,46,119,129,150],"highways.":[9],"Although":[10],"many":[11],"methods":[12,48],"classifying":[14],"pavement":[15,98,131,187],"are":[17,27,154],"available,":[18],"they":[19],"all":[20],"assume":[21],"that":[22,214],"training":[23,69],"and":[24,199],"testing":[25],"datasets":[26,66],"drawn":[28],"from":[29],"same":[31],"distribution.":[32],"When":[33],"we":[34,73,162,183],"introduce":[35],"a":[36,41,70,75,126,164],"new":[37],"unlabeled":[38,65,103],"dataset":[39],"with":[40],"different":[42,120],"distribution,":[43],"performance":[45],"existing":[47],"decreases":[49],"considerably":[50],"due":[51],"to":[52,57,63,95,115,175],"domain":[53,78,111,173],"shift,":[54],"motivating":[55],"us":[56],"look":[58],"beyond":[59],"supervised":[61],"setting":[62],"utilize":[64],"directly":[67,136],"in":[68,92],"model.":[71],"Therefore,":[72,161],"develop":[74],"novel":[76],"unsupervised":[77],"adaptation":[79,112],"(UDA)":[80],"framework,":[81],"namely,":[82,190],"Self-supervised":[84,168],"Adversarial":[85],"Network":[86],"(SSAN)":[87],"first":[90],"time":[91],"this":[93],"study":[94],"conduct":[96],"multi-category":[97],"on":[101],"an":[102],"target":[104],"domain.":[105],"In":[106],"particular,":[107],"SSAN":[108,215],"leverages":[109],"adversarial":[110],"(ADA)":[113],"thoughts":[114],"align":[116],"features":[118,135,148],"domains.":[121],"However,":[122],"typically":[124],"occupies":[125],"small":[127],"Section":[128],"high-resolution":[130],"images.":[132],"Consequently,":[133],"aligning":[134,141],"unreasonable":[138],"because":[139],"procedure":[142],"still":[144],"dominated":[145],"by":[146],"background":[147],"instead":[149],"foreground":[151,177],"features,":[152],"which":[153],"most":[156],"useful":[157],"information":[158],"classification.":[160],"design":[163],"pretext":[165],"module,":[166],"called":[167],"Learning":[169],"Target":[172],"(SLT),":[174],"mine":[176],"information.":[178],"To":[179],"validate":[180],"our":[181],"method,":[182],"use":[184],"two":[185],"challenging":[186],"crack":[188],"datasets,":[189],"Chonqing":[192],"University":[193,202],"Bituminous":[194,203],"Disease":[196,206],"Detection":[197,207],"(CQU-BPDD)":[198],"Chongqing":[201],"Multi-label":[205],"(CQU-BPMDD)":[208],"datasets.":[209],"Moreover,":[210],"extensive":[211],"experiments":[212],"demonstrate":[213],"outperforms":[216],"state-of-the-art":[217],"UDA":[218],"methods.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}