{"id":"https://openalex.org/W4414782143","doi":"https://doi.org/10.1007/s44163-025-00297-7","title":"Advancements in pothole detection techniques: a comprehensive review and comparative analysis","display_name":"Advancements in pothole detection techniques: a comprehensive review and comparative analysis","publication_year":2025,"publication_date":"2025-10-03","ids":{"openalex":"https://openalex.org/W4414782143","doi":"https://doi.org/10.1007/s44163-025-00297-7"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00297-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00297-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00297-7.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"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":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00297-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040681629","display_name":"Arpit Kumar Bhatt","orcid":"https://orcid.org/0000-0002-5286-0294"},"institutions":[{"id":"https://openalex.org/I98210582","display_name":"Rajiv Gandhi Institute of Petroleum Technology","ror":"https://ror.org/00n7swc17","country_code":"IN","type":"education","lineage":["https://openalex.org/I98210582"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arpit Kumar Bhatt","raw_affiliation_strings":["Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India","institution_ids":["https://openalex.org/I98210582"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hritu Raj","orcid":null},"institutions":[{"id":"https://openalex.org/I98210582","display_name":"Rajiv Gandhi Institute of Petroleum Technology","ror":"https://ror.org/00n7swc17","country_code":"IN","type":"education","lineage":["https://openalex.org/I98210582"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Hritu Raj","raw_affiliation_strings":["Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India","institution_ids":["https://openalex.org/I98210582"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003378958","display_name":"Vinamra Sharma","orcid":"https://orcid.org/0000-0002-3070-7512"},"institutions":[{"id":"https://openalex.org/I98210582","display_name":"Rajiv Gandhi Institute of Petroleum Technology","ror":"https://ror.org/00n7swc17","country_code":"IN","type":"education","lineage":["https://openalex.org/I98210582"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vinamra Bhushan Sharma","raw_affiliation_strings":["Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India","institution_ids":["https://openalex.org/I98210582"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048935783","display_name":"Susham Biswas","orcid":"https://orcid.org/0000-0002-1056-4980"},"institutions":[{"id":"https://openalex.org/I98210582","display_name":"Rajiv Gandhi Institute of Petroleum Technology","ror":"https://ror.org/00n7swc17","country_code":"IN","type":"education","lineage":["https://openalex.org/I98210582"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Susham Biswas","raw_affiliation_strings":["Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Rajiv Gandhi Institute of Petroleum Technology, Amethi, 229304, Uttar Pradesh, India","institution_ids":["https://openalex.org/I98210582"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ashuvendra Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I201750527","display_name":"Uttarakhand Technical University","ror":"https://ror.org/03ms8m606","country_code":"IN","type":"education","lineage":["https://openalex.org/I201750527"]},{"id":"https://openalex.org/I933318745","display_name":"Dehradun Institute of Technology University","ror":"https://ror.org/01v5k4d73","country_code":"IN","type":"education","lineage":["https://openalex.org/I933318745"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ashuvendra Singh","raw_affiliation_strings":["Department of Civil Engineering, School of Engineering & Computing, Dev Bhoomi Uttarakhand University, Dehradun, 248007, Uttarakhand, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, School of Engineering & Computing, Dev Bhoomi Uttarakhand University, Dehradun, 248007, Uttarakhand, India","institution_ids":["https://openalex.org/I201750527","https://openalex.org/I933318745"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066242708","display_name":"Rahul Silori","orcid":"https://orcid.org/0000-0002-9897-801X"},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rahul Silori","raw_affiliation_strings":["Sustainability Cluster, School of Advanced Engineering, UPES, Dehradun, 248007, India, Uttarakhand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sustainability Cluster, School of Advanced Engineering, UPES, Dehradun, 248007, India, Uttarakhand","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100691671","display_name":"M. Pandey","orcid":"https://orcid.org/0000-0002-9343-4849"},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Manish Pandey","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Engineering & Technology, Marwadi University, Rajkot, Gujarat, 360003, India","Marwadi University Research Center (MURC), Marwadi University, Rajkot, Gujarat, 360003, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering & Technology, Marwadi University, Rajkot, Gujarat, 360003, India","institution_ids":["https://openalex.org/I3132999081"]},{"raw_affiliation_string":"Marwadi University Research Center (MURC), Marwadi University, Rajkot, Gujarat, 360003, India","institution_ids":["https://openalex.org/I3132999081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5048935783","https://openalex.org/A5100691671"],"corresponding_institution_ids":["https://openalex.org/I201750527","https://openalex.org/I3132999081","https://openalex.org/I933318745","https://openalex.org/I98210582"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":1.1339,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78430733,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9976000189781189,"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"}},{"id":"https://openalex.org/T11850","display_name":"Concrete Corrosion and Durability","score":0.9944999814033508,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pothole","display_name":"Pothole (geology)","score":0.9966999888420105},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.42730000615119934},{"id":"https://openalex.org/keywords/pattern-detection","display_name":"Pattern detection","score":0.24369999766349792},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.23970000445842743}],"concepts":[{"id":"https://openalex.org/C2776023743","wikidata":"https://www.wikidata.org/wiki/Q7234907","display_name":"Pothole (geology)","level":2,"score":0.9966999888420105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.429500013589859},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.42730000615119934},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.37279999256134033},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3172000050544739},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.26570001244544983},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.24500000476837158},{"id":"https://openalex.org/C2776088427","wikidata":"https://www.wikidata.org/wiki/Q378859","display_name":"Pattern detection","level":2,"score":0.24369999766349792},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.23970000445842743},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.2354000061750412}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00297-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00297-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00297-7.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"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":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:654d37ce02d84dd6a1e26916014b2f21","is_oa":true,"landing_page_url":"https://doaj.org/article/654d37ce02d84dd6a1e26916014b2f21","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,"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":"Discover Artificial Intelligence, Vol 5, Iss 1, Pp 1-27 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00297-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00297-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00297-7.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"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":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414782143.pdf","grobid_xml":"https://content.openalex.org/works/W4414782143.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W2031021041","https://openalex.org/W2125671785","https://openalex.org/W2133251833","https://openalex.org/W2331994864","https://openalex.org/W2590544588","https://openalex.org/W2592426749","https://openalex.org/W2614267756","https://openalex.org/W2752810206","https://openalex.org/W2806229851","https://openalex.org/W2889992416","https://openalex.org/W2891951760","https://openalex.org/W2896959297","https://openalex.org/W2911287448","https://openalex.org/W2912236777","https://openalex.org/W2944616097","https://openalex.org/W2945584839","https://openalex.org/W2965435055","https://openalex.org/W2969350702","https://openalex.org/W2998997213","https://openalex.org/W3000602481","https://openalex.org/W3006380048","https://openalex.org/W3011285717","https://openalex.org/W3039432969","https://openalex.org/W3049349420","https://openalex.org/W3087776899","https://openalex.org/W3088936717","https://openalex.org/W3116345469","https://openalex.org/W3124942917","https://openalex.org/W3133686433","https://openalex.org/W3159732710","https://openalex.org/W3175064897","https://openalex.org/W3177435843","https://openalex.org/W3189684073","https://openalex.org/W3195988957","https://openalex.org/W3215829569","https://openalex.org/W4200583655","https://openalex.org/W4205886521","https://openalex.org/W4236965008","https://openalex.org/W4251161957","https://openalex.org/W4281480072","https://openalex.org/W4281702041","https://openalex.org/W4291819654","https://openalex.org/W4293071267","https://openalex.org/W4309012905","https://openalex.org/W4318211321","https://openalex.org/W4320024091","https://openalex.org/W4322485543","https://openalex.org/W4365514756","https://openalex.org/W4378174564","https://openalex.org/W4382193354","https://openalex.org/W4385541341","https://openalex.org/W4386193500","https://openalex.org/W4392544261","https://openalex.org/W4398167209","https://openalex.org/W4398171323","https://openalex.org/W4399120739","https://openalex.org/W4399649724","https://openalex.org/W4399925778","https://openalex.org/W4400078926","https://openalex.org/W4400098420","https://openalex.org/W4400317936","https://openalex.org/W4400646721","https://openalex.org/W4402049907","https://openalex.org/W4402828861","https://openalex.org/W4405168029","https://openalex.org/W4406610555","https://openalex.org/W4408673728","https://openalex.org/W4409387142"],"related_works":[],"abstract_inverted_index":{"Potholes":[0],"are":[1,107],"a":[2,63,92,127,151],"major":[3],"issue":[4],"for":[5,18,29,45,139,175,201],"road":[6,19,31,207],"infrastructure,":[7],"leading":[8],"to":[9,109],"vehicle":[10],"damage,":[11],"higher":[12],"maintenance":[13,203],"expenses,":[14],"and":[15,22,33,58,75,101,104,125,134,149,165,178,184,196,204],"safety":[16,205],"risks":[17],"users.":[20],"Prompt":[21],"precise":[23],"detection":[24,69,124,147,158,170,199],"of":[25,66,89,130,154,167,186,206],"potholes":[26],"is":[27],"necessary":[28],"maintaining":[30],"quality":[32],"ensuring":[34],"safety.":[35],"In":[36],"past":[37],"few":[38],"years,":[39],"various":[40,136,155,168],"techniques":[41,100,137,148],"have":[42],"been":[43,81],"developed":[44],"pothole":[46,68,123,131,146,157,169],"detection,":[47],"utilizing":[48],"technologies":[49],"such":[50],"as":[51],"computer":[52],"vision,":[53],"sensors,":[54],"machine":[55],"learning":[56],"(ML),":[57],"crowdsourcing.":[59],"This":[60,160],"review":[61,120],"offers":[62],"detailed":[64],"examination":[65],"these":[67,187],"methods,":[70,188],"assessing":[71],"their":[72,102,140],"advantages,":[73],"drawbacks,":[74],"potential":[76],"uses.":[77],"Extensive":[78],"research":[79,94],"has":[80],"conducted":[82],"in":[83,96],"this":[84],"area,":[85],"encompassing":[86],"an":[87],"analysis":[88,129,153],"more":[90],"than":[91],"hundred":[93],"papers":[95],"the":[97,111,117,122,135,163,182,202],"field.":[98],"Various":[99],"accuracies":[103],"processing":[105],"times":[106],"mentioned":[108],"determine":[110],"best":[112],"technique":[113],"while":[114],"considering":[115],"all":[116],"aspects.":[118],"The":[119,142],"discusses":[121],"provide":[126],"comprehensive":[128],"formation":[132],"mechanisms":[133],"applied":[138],"detection.":[141],"study":[143,161],"evaluates":[144],"different":[145],"presents":[150],"comparative":[152],"automated":[156],"methods.":[159],"highlights":[162],"strengths":[164,183],"limitations":[166,185],"techniques,":[171],"providing":[172],"valuable":[173],"insights":[174],"researchers,":[176],"practitioners,":[177],"policymakers.":[179],"By":[180],"grasping":[181],"stakeholders":[189],"can":[190],"make":[191],"well-informed":[192],"choices":[193],"about":[194],"selecting":[195],"applying":[197],"suitable":[198],"strategies":[200],"infrastructure.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}