{"id":"https://openalex.org/W4408692249","doi":"https://doi.org/10.2298/sjee2501057j","title":"Advancing road maintenance with EfficientDet-based pothole monitoring","display_name":"Advancing road maintenance with EfficientDet-based pothole monitoring","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408692249","doi":"https://doi.org/10.2298/sjee2501057j"},"language":"en","primary_location":{"id":"doi:10.2298/sjee2501057j","doi":"https://doi.org/10.2298/sjee2501057j","is_oa":true,"landing_page_url":"https://doi.org/10.2298/sjee2501057j","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1451-48692501057J","source":{"id":"https://openalex.org/S2764829433","display_name":"Serbian Journal of Electrical Engineering","issn_l":"1451-4869","issn":["1451-4869","2217-7183"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310321617","host_organization_name":"Faculty of Technical Sciences in \u010ca\u010dak","host_organization_lineage":["https://openalex.org/P4310321617"],"host_organization_lineage_names":["Faculty of Technical Sciences in \u010ca\u010dak"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Serbian Journal of Electrical Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1451-48692501057J","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069018739","display_name":"A Jenefa","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Archpaul Jenefa","raw_affiliation_strings":["Karunya Institute of Technology and Sciences, School of Computer Science and Technology, Coimbatore, India"],"raw_orcid":"https://orcid.org/0000-0002-6697-1788","affiliations":[{"raw_affiliation_string":"Karunya Institute of Technology and Sciences, School of Computer Science and Technology, Coimbatore, India","institution_ids":["https://openalex.org/I119668213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091853132","display_name":"Antony Taurshia","orcid":"https://orcid.org/0000-0001-9129-1859","observed_orcids":["https://orcid.org/0000-0001-9129-1859"]},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Antony Taurshia","raw_affiliation_strings":["Karunya Institute of Technology and Sciences, School of Computer Science and Technology, Coimbatore, India"],"raw_orcid":"https://orcid.org/0000-0001-9129-1859","affiliations":[{"raw_affiliation_string":"Karunya Institute of Technology and Sciences, School of Computer Science and Technology, Coimbatore, India","institution_ids":["https://openalex.org/I119668213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000629196","display_name":"Bessy M. Kuriakose","orcid":"https://orcid.org/0009-0008-7952-7927","observed_orcids":["https://orcid.org/0009-0008-7952-7927"]},"institutions":[{"id":"https://openalex.org/I4405256248","display_name":"Malla Reddy Engineering College for Women","ror":"https://ror.org/03yyp5644","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405256248"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bessy Kuriakose","raw_affiliation_strings":["Computer Science and Engineering, Malla Reddy Engineering College for Women, India"],"raw_orcid":"https://orcid.org/0009-0008-7952-7927","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Malla Reddy Engineering College for Women, India","institution_ids":["https://openalex.org/I4405256248"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Edward Kumar","orcid":"https://orcid.org/0009-0003-5845-2173","observed_orcids":["https://orcid.org/0009-0003-5845-2173"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Edward Kumar","raw_affiliation_strings":["Computer Science and Engineering, Sri Shakthi Institute of Engineering and Technology, Coimbatore, India"],"raw_orcid":"https://orcid.org/0009-0003-5845-2173","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Sri Shakthi Institute of Engineering and Technology, Coimbatore, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092877716","display_name":"A Lincy","orcid":"https://orcid.org/0000-0002-4104-6529","observed_orcids":["https://orcid.org/0000-0002-4104-6529"]},"institutions":[{"id":"https://openalex.org/I4405269433","display_name":"National Engineering College","ror":"https://ror.org/044w31n44","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405269433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Archpaul Lincy","raw_affiliation_strings":["Department of Computer Science and Engineering, National Engineering College, Kovilpatti, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0002-4104-6529","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Engineering College, Kovilpatti, Tamil Nadu, India","institution_ids":["https://openalex.org/I4405269433"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1774,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.85285607,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"22","issue":"1","first_page":"57","last_page":"74"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":1.0,"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":1.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":9.999999747378752e-05,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/pothole-detection","display_name":"pothole detection","score":0.996999979019165},{"id":"https://openalex.org/keywords/road-maintenance","display_name":"road maintenance","score":0.9750000238418579},{"id":"https://openalex.org/keywords/efficientdet","display_name":"EfficientDet","score":0.9179999828338623},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.8970000147819519},{"id":"https://openalex.org/keywords/road-infrastructure-monitoring","display_name":"road infrastructure monitoring","score":0.6660000085830688},{"id":"https://openalex.org/keywords/yolov5-comparison","display_name":"YOLOv5 comparison","score":0.7689999938011169},{"id":"https://openalex.org/keywords/retinanet","display_name":"RetinaNet","score":0.7590000033378601},{"id":"https://openalex.org/keywords/centernet","display_name":"CenterNet","score":0.9290000200271606},{"id":"https://openalex.org/keywords/ssd","display_name":"SSD","score":0.8560000061988831},{"id":"https://openalex.org/keywords/faster-r-cnn","display_name":"Faster R-CNN","score":0.9850000143051147},{"id":"https://openalex.org/keywords/road-safety","display_name":"road safety","score":0.5929999947547913}],"concepts":[{"id":"https://openalex.org/C2776023743","wikidata":"https://www.wikidata.org/wiki/Q7234907","display_name":"Pothole (geology)","level":2,"score":0.9596059918403625},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.43874526023864746},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.4286523759365082},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3337656855583191},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27297669649124146},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.15579646825790405},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.06714391708374023}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2298/sjee2501057j","doi":"https://doi.org/10.2298/sjee2501057j","is_oa":true,"landing_page_url":"https://doi.org/10.2298/sjee2501057j","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1451-48692501057J","source":{"id":"https://openalex.org/S2764829433","display_name":"Serbian Journal of Electrical Engineering","issn_l":"1451-4869","issn":["1451-4869","2217-7183"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310321617","host_organization_name":"Faculty of Technical Sciences in \u010ca\u010dak","host_organization_lineage":["https://openalex.org/P4310321617"],"host_organization_lineage_names":["Faculty of Technical Sciences in \u010ca\u010dak"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Serbian Journal of Electrical Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ddf278cbe36d406c88a3d47f6fe4d440","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/ddf278cbe36d406c88a3d47f6fe4d440","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Serbian Journal of Electrical Engineering, Vol 22, Iss 1, Pp 57-74 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.2298/sjee2501057j","doi":"https://doi.org/10.2298/sjee2501057j","is_oa":true,"landing_page_url":"https://doi.org/10.2298/sjee2501057j","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1451-48692501057J","source":{"id":"https://openalex.org/S2764829433","display_name":"Serbian Journal of Electrical Engineering","issn_l":"1451-4869","issn":["1451-4869","2217-7183"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310321617","host_organization_name":"Faculty of Technical Sciences in \u010ca\u010dak","host_organization_lineage":["https://openalex.org/P4310321617"],"host_organization_lineage_names":["Faculty of Technical Sciences in \u010ca\u010dak"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Serbian Journal of Electrical Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":1.0},{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.7250000238418579}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408692249.pdf","grobid_xml":"https://content.openalex.org/works/W4408692249.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2069182664","https://openalex.org/W2889992416","https://openalex.org/W2951940080","https://openalex.org/W3095552404","https://openalex.org/W3117040010","https://openalex.org/W3156447956","https://openalex.org/W4205636823","https://openalex.org/W4206524611","https://openalex.org/W4212774693","https://openalex.org/W4212937691","https://openalex.org/W4224255587","https://openalex.org/W4281702041","https://openalex.org/W4304140047","https://openalex.org/W4304893132","https://openalex.org/W4366310127","https://openalex.org/W4377234791","https://openalex.org/W4377234800","https://openalex.org/W4379781098","https://openalex.org/W4381387823","https://openalex.org/W4382135989","https://openalex.org/W4385079038","https://openalex.org/W4385695414","https://openalex.org/W4385729967","https://openalex.org/W4385729992","https://openalex.org/W4390519911"],"related_works":["https://openalex.org/W4408857137","https://openalex.org/W4403022731","https://openalex.org/W7127390861","https://openalex.org/W4409660222","https://openalex.org/W4407139094","https://openalex.org/W4392084084","https://openalex.org/W4409461273","https://openalex.org/W7118008437","https://openalex.org/W4391077576","https://openalex.org/W7216145986"],"abstract_inverted_index":{"Effective":[0],"road":[1,159,203,224],"maintenance":[2,225],"is":[3,12],"crucial":[4],"for":[5,31,70,149,157,230],"ensuring":[6],"safe":[7],"and":[8,44,57,76,83,103,140,151,177,193,207,234],"efficient":[9],"transportation":[10,236],"but":[11],"often":[13],"compromised":[14],"by":[15],"the":[16,66,81,117,130,199,228],"widespread":[17],"occurrence":[18],"of":[19,55,74,85,110,138,144,189],"potholes.":[20,86],"This":[21,114],"study":[22],"introduces":[23],"a":[24,37,89,108,141,164,220],"novel":[25],"approach":[26],"using":[27],"an":[28,134],"EfficientDet-based":[29,131],"model":[30,118,132],"sophisticated":[32,212],"pothole":[33,112,153,170],"monitoring.":[34],"Potholes":[35],"pose":[36],"significant":[38,200],"hazard":[39],"that":[40,129],"requires":[41],"proactive":[42],"detection":[43,48,82,171],"timely":[45],"resolution.":[46],"Traditional":[47],"methods":[49],"frequently":[50],"fall":[51],"short":[52],"in":[53,187,202,223],"terms":[54,188],"accuracy":[56,75],"real-time":[58],"capability.":[59],"Addressing":[60],"these":[61],"limitations,":[62],"our":[63],"research":[64],"leverages":[65],"EfficientDet":[67,182],"architecture,":[68],"known":[69],"its":[71,147],"optimal":[72],"balance":[73],"computational":[77],"efficiency,":[78],"to":[79,119],"enhance":[80],"monitoring":[84],"We":[87],"utilized":[88],"carefully":[90],"curated":[91],"dataset":[92],"from":[93],"Kaggle,":[94],"which":[95,181],"includes":[96],"1,500":[97],"training":[98],"images,":[99,102,106],"1,000":[100],"validation":[101],"500":[104],"test":[105],"encompassing":[107],"variety":[109],"real-world":[111],"scenarios.":[113],"diversity":[115],"enables":[116],"generalize":[120],"effectively":[121],"across":[122],"different":[123],"conditions.":[124],"Our":[125],"experimental":[126],"evaluations":[127],"demonstrate":[128],"achieves":[133],"impressive":[135],"average":[136,194],"precision":[137],"0.90":[139],"robust":[142],"recall":[143],"0.92,":[145],"highlighting":[146],"capacity":[148],"accurate":[150],"swift":[152],"detection-an":[154],"essential":[155],"component":[156],"improving":[158],"maintenance.":[160],"Moreover,":[161],"we":[162,218],"provide":[163],"comparative":[165],"analysis":[166],"with":[167],"five":[168],"contemporary":[169],"algorithms:":[172],"YOLOv5,":[173],"RetinaNet,":[174],"CenterNet,":[175],"SSD,":[176],"Faster":[178],"R-CNN,":[179],"among":[180],"consistently":[183],"shows":[184],"superior":[185],"performance":[186],"precision,":[190],"recall,":[191],"F1-Score,":[192],"precision.":[195],"These":[196],"findings":[197],"highlight":[198],"advancements":[201],"safety,":[204],"infrastructure":[205],"management,":[206],"resource":[208],"optimization.":[209],"By":[210],"adopting":[211],"deep":[213],"learning":[214],"techniques":[215],"like":[216],"EfficientDet,":[217],"promote":[219],"transformative":[221],"improvement":[222],"practices,":[226],"paving":[227],"way":[229],"more":[231],"resilient,":[232],"safe,":[233],"disruptionminimized":[235],"networks.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-03-21T00:00:00"}