{"id":"https://openalex.org/W4411996231","doi":"https://doi.org/10.1109/icict64582.2025.00027","title":"Advancing Water Infrastructure Maintenance: Integration of CNN, YOLOv5, and Faster R-CNN for Accurate Water Pipe Defect Localization and Classification","display_name":"Advancing Water Infrastructure Maintenance: Integration of CNN, YOLOv5, and Faster R-CNN for Accurate Water Pipe Defect Localization and Classification","publication_year":2025,"publication_date":"2025-03-14","ids":{"openalex":"https://openalex.org/W4411996231","doi":"https://doi.org/10.1109/icict64582.2025.00027"},"language":"en","primary_location":{"id":"doi:10.1109/icict64582.2025.00027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icict64582.2025.00027","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Information and Computer Technologies (ICICT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5071189619","display_name":"Chu\u2010Chun Fu","orcid":"https://orcid.org/0000-0003-4369-8296"},"institutions":[{"id":"https://openalex.org/I4210090490","display_name":"National University","ror":"https://ror.org/000a8qk84","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210090490"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Chu Fu","raw_affiliation_strings":["College of Computing and Information Technologies, National University,Manila,Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Information Technologies, National University,Manila,Philippines","institution_ids":["https://openalex.org/I4210090490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005359226","display_name":"Mideth Abisado","orcid":"https://orcid.org/0000-0003-4215-7260"},"institutions":[{"id":"https://openalex.org/I4210090490","display_name":"National University","ror":"https://ror.org/000a8qk84","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210090490"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Mideth B. Abisado","raw_affiliation_strings":["College of Computing and Information Technologies, National University,Manila,Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Information Technologies, National University,Manila,Philippines","institution_ids":["https://openalex.org/I4210090490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210090490"],"apc_list":null,"apc_paid":null,"fwci":6.9161,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94806269,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"134","last_page":"139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11220","display_name":"Water Systems and Optimization","score":0.9789000153541565,"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/T11220","display_name":"Water Systems and Optimization","score":0.9789000153541565,"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":0.9778000116348267,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9584000110626221,"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/computer-science","display_name":"Computer science","score":0.6444005966186523},{"id":"https://openalex.org/keywords/water-pipe","display_name":"Water pipe","score":0.5099078416824341},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4577963948249817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4136746823787689},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2075255811214447},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.10404551029205322}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6444005966186523},{"id":"https://openalex.org/C23966969","wikidata":"https://www.wikidata.org/wiki/Q3241671","display_name":"Water pipe","level":3,"score":0.5099078416824341},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4577963948249817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4136746823787689},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2075255811214447},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.10404551029205322},{"id":"https://openalex.org/C201289731","wikidata":"https://www.wikidata.org/wiki/Q1172599","display_name":"Inlet","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icict64582.2025.00027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icict64582.2025.00027","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Information and Computer Technologies (ICICT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.5099999904632568,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W3006817100","https://openalex.org/W3125930480","https://openalex.org/W3129023098","https://openalex.org/W3134932951","https://openalex.org/W3140882544","https://openalex.org/W3158425155","https://openalex.org/W3159315196","https://openalex.org/W4200180451","https://openalex.org/W4220660539","https://openalex.org/W4224224749","https://openalex.org/W4296280572","https://openalex.org/W4318483790","https://openalex.org/W4319319913","https://openalex.org/W4323046153","https://openalex.org/W4376642986","https://openalex.org/W4380870677","https://openalex.org/W4383066252","https://openalex.org/W4388281482","https://openalex.org/W4388823657"],"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":{"The":[0,112],"increasing":[1],"demands":[2],"on":[3],"urban":[4],"water":[5,16,47,56,122],"infrastructure":[6,128],"have":[7],"made":[8],"efficient":[9],"and":[10,24,39,45,77,99,109],"accurate":[11],"detection":[12,74,98],"of":[13,55,70,117],"defects":[14],"in":[15,88,120],"pipe":[17,48,57,123],"networks":[18],"critical":[19],"for":[20],"ensuring":[21],"operational":[22],"reliability":[23],"resource":[25],"management.":[26,129],"This":[27],"study":[28],"presents":[29],"a":[30,52],"novel":[31],"approach":[32],"integrating":[33],"Convolutional":[34],"Neural":[35],"Network":[36],"(CNN),":[37],"YOLOv5,":[38],"Faster":[40,85],"R-CNN":[41,86],"models":[42],"to":[43,95,126],"localize":[44],"classify":[46],"defects.":[49],"By":[50],"leveraging":[51],"curated":[53],"dataset":[54],"images,":[58],"the":[59,102,115],"CNN":[60],"model":[61],"demonstrated":[62],"strong":[63],"feature":[64],"extraction":[65],"capabilities,":[66],"achieving":[67],"an":[68],"accuracy":[69,75],"89.4%.":[71],"YOLOv5":[72],"balanced":[73],"(90.1%)":[76],"real-time":[78,110],"processing":[79],"(30":[80],"images":[81],"per":[82],"second),":[83],"while":[84],"excelled":[87],"defect":[89],"localization":[90],"with":[91],"87.1%":[92],"accuracy.":[93],"Compared":[94],"traditional":[96],"edge":[97],"morphological":[100],"methods,":[101],"proposed":[103],"system":[104],"significantly":[105],"improves":[106],"robustness,":[107],"accuracy,":[108],"applicability.":[111],"findings":[113],"underscore":[114],"potential":[116],"deep":[118],"learning":[119],"automating":[121],"maintenance,":[124],"contributing":[125],"smarter":[127]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
