{"id":"https://openalex.org/W4411802597","doi":"https://doi.org/10.1007/s11554-025-01683-1","title":"Advancements in real-time road damage detection: a comprehensive survey of methodologies and datasets","display_name":"Advancements in real-time road damage detection: a comprehensive survey of methodologies and datasets","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4411802597","doi":"https://doi.org/10.1007/s11554-025-01683-1"},"language":"en","primary_location":{"id":"doi:10.1007/s11554-025-01683-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11554-025-01683-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11554-025-01683-1.pdf","source":{"id":"https://openalex.org/S11282291","display_name":"Journal of Real-Time Image Processing","issn_l":"1861-8200","issn":["1861-8200","1861-8219"],"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":"Journal of Real-Time Image Processing","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/s11554-025-01683-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118707814","display_name":"Salma H. Abdelwahed","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Salma H. Abdelwahed","raw_affiliation_strings":["Nanoelectronics Integrated Systems Center (NISC), Nile University, Giza, 12588, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanoelectronics Integrated Systems Center (NISC), Nile University, Giza, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010282477","display_name":"Bishoy K. Sharobim","orcid":"https://orcid.org/0000-0003-2997-272X"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Bishoy K. Sharobim","raw_affiliation_strings":["Nanoelectronics Integrated Systems Center (NISC), Nile University, Giza, 12588, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanoelectronics Integrated Systems Center (NISC), Nile University, Giza, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118707816","display_name":"Bishoy Wasfey","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Bishoy Wasfey","raw_affiliation_strings":["School of Engineering and Applied Sciences, Nile University, Giza, 12588, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Sciences, Nile University, Giza, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083130551","display_name":"Lobna A. Said","orcid":"https://orcid.org/0000-0001-8223-4625"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Lobna A. Said","raw_affiliation_strings":["Nanoelectronics Integrated Systems Center (NISC), Nile University, Giza, 12588, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanoelectronics Integrated Systems Center (NISC), Nile University, Giza, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5118707814"],"corresponding_institution_ids":["https://openalex.org/I57629906"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":5.3741,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.9578601,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"22","issue":"4","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":0.9997000098228455,"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":0.9997000098228455,"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":0.9983000159263611,"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/T13282","display_name":"Automated Road and Building Extraction","score":0.989799976348877,"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/computer-science","display_name":"Computer science","score":0.43852031230926514},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3665151000022888},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3206118941307068}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43852031230926514},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3665151000022888},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3206118941307068}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11554-025-01683-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11554-025-01683-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11554-025-01683-1.pdf","source":{"id":"https://openalex.org/S11282291","display_name":"Journal of Real-Time Image Processing","issn_l":"1861-8200","issn":["1861-8200","1861-8219"],"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":"Journal of Real-Time Image Processing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11554-025-01683-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11554-025-01683-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11554-025-01683-1.pdf","source":{"id":"https://openalex.org/S11282291","display_name":"Journal of Real-Time Image Processing","issn_l":"1861-8200","issn":["1861-8200","1861-8219"],"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":"Journal of Real-Time Image Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"},{"id":"https://openalex.org/F4320330006","display_name":"Nile University","ror":"https://ror.org/03cg7cp61"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411802597.pdf","grobid_xml":"https://content.openalex.org/works/W4411802597.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2193145675","https://openalex.org/W2248789019","https://openalex.org/W2570343428","https://openalex.org/W2884585870","https://openalex.org/W2912236777","https://openalex.org/W2962766617","https://openalex.org/W2963037989","https://openalex.org/W2996367417","https://openalex.org/W3048096488","https://openalex.org/W3081988561","https://openalex.org/W3099452838","https://openalex.org/W3106250896","https://openalex.org/W3137017695","https://openalex.org/W3139897963","https://openalex.org/W3157694869","https://openalex.org/W3161008321","https://openalex.org/W3161660388","https://openalex.org/W3172087149","https://openalex.org/W3210311771","https://openalex.org/W4214896548","https://openalex.org/W4224261397","https://openalex.org/W4226029964","https://openalex.org/W4281884783","https://openalex.org/W4296038296","https://openalex.org/W4318147831","https://openalex.org/W4318185062","https://openalex.org/W4320024041","https://openalex.org/W4320024050","https://openalex.org/W4320024077","https://openalex.org/W4320024091","https://openalex.org/W4320024249","https://openalex.org/W4320024290","https://openalex.org/W4385635943","https://openalex.org/W4386076325","https://openalex.org/W4387653962","https://openalex.org/W4390918800","https://openalex.org/W4403770406","https://openalex.org/W4407152325","https://openalex.org/W6601865935","https://openalex.org/W6607110455","https://openalex.org/W6868582632"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Abstract":[0],"Accurate":[1],"identification":[2],"of":[3,118,130],"road":[4,30,70,147],"defects":[5],"like":[6],"potholes":[7],"and":[8,18,43,56,73,88,107,124,133,141],"cracks":[9],"is":[10,23,135],"essential":[11],"for":[12,59,69,92],"timely":[13],"driver":[14],"warnings,":[15],"maintenance":[16],"prioritization,":[17],"accident":[19],"prevention.":[20],"However,":[21],"there":[22],"a":[24],"gap":[25],"in":[26,146],"developing":[27],"practical":[28],"real-time":[29,60],"damage":[31,71,148],"detection":[32,72,81],"algorithms.":[33],"This":[34,63],"survey":[35,64,113],"reviews":[36],"the":[37,66,74,131,154],"most":[38],"efficient":[39],"deep":[40,89],"learning":[41,90],"models":[42,91,132],"available":[44,67],"Road":[45,156],"Damage":[46,157],"Detection":[47,158],"(RDD)":[48],"datasets,":[49],"comparing":[50],"them":[51],"based":[52],"on":[53],"accuracy,":[54],"complexity,":[55],"inference":[57],"rate":[58],"application":[61],"suitability.":[62],"investigates":[65],"datasets":[68,134],"evaluation":[75],"metrics":[76],"used":[77],"to":[78,137,153],"assess":[79],"object":[80,94],"models.":[82],"Additionally,":[83],"it":[84],"explores":[85],"recent":[86],"methods":[87],"small":[93],"detection,":[95,149],"including":[96],"You":[97],"Only":[98],"Look":[99],"Once":[100],"(YOLO),":[101],"Region-based":[102],"Convolutional":[103,119],"Neural":[104,120],"Network":[105],"(R-CNN),":[106],"Single":[108],"Shot":[109],"Detector":[110],"(SSD).":[111],"The":[112,143],"also":[114],"provides":[115],"an":[116],"overview":[117],"Networks":[121],"(CNN)":[122],"fundamentals":[123],"attention":[125],"mechanisms.":[126],"A":[127],"comparative":[128],"analysis":[129],"conducted":[136],"highlight":[138],"their":[139],"strengths":[140],"limitations.":[142],"key":[144],"findings":[145],"particularly":[150],"those":[151],"related":[152],"Crowdsensing-based":[155],"Challenge":[159],"(CRDDC,":[160],"2022),":[161],"are":[162],"summarized.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}