{"id":"https://openalex.org/W4285046983","doi":"https://doi.org/10.1109/ivmsp54334.2022.9816220","title":"Drone Footage Wind Turbine Surface Damage Detection","display_name":"Drone Footage Wind Turbine Surface Damage Detection","publication_year":2022,"publication_date":"2022-06-26","ids":{"openalex":"https://openalex.org/W4285046983","doi":"https://doi.org/10.1109/ivmsp54334.2022.9816220"},"language":"en","primary_location":{"id":"doi:10.1109/ivmsp54334.2022.9816220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivmsp54334.2022.9816220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP)","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/A5060248922","display_name":"Ashley A. Foster","orcid":"https://orcid.org/0000-0002-3059-6218"},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ashley Foster","raw_affiliation_strings":["University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","institution_ids":["https://openalex.org/I897542642"]},{"raw_affiliation_string":"School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK","institution_ids":["https://openalex.org/I897542642"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082802097","display_name":"Oscar Best","orcid":null},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Oscar Best","raw_affiliation_strings":["University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","institution_ids":["https://openalex.org/I897542642"]},{"raw_affiliation_string":"School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK","institution_ids":["https://openalex.org/I897542642"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039006047","display_name":"Mario Gianni","orcid":"https://orcid.org/0000-0001-5410-2377"},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mario Gianni","raw_affiliation_strings":["University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","institution_ids":["https://openalex.org/I897542642"]},{"raw_affiliation_string":"School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK","institution_ids":["https://openalex.org/I897542642"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070030283","display_name":"Asiya Khan","orcid":"https://orcid.org/0000-0003-3620-3048"},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Asiya Khan","raw_affiliation_strings":["University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","institution_ids":["https://openalex.org/I897542642"]},{"raw_affiliation_string":"School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK","institution_ids":["https://openalex.org/I897542642"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042213003","display_name":"Keri Collins","orcid":"https://orcid.org/0000-0002-7728-5441"},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Keri Collins","raw_affiliation_strings":["University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","institution_ids":["https://openalex.org/I897542642"]},{"raw_affiliation_string":"School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK","institution_ids":["https://openalex.org/I897542642"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107444502","display_name":"Sanjay Sharma","orcid":"https://orcid.org/0000-0003-3951-7560"},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sanjay Sharma","raw_affiliation_strings":["University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Plymouth,School of Engineering, Computing and Mathematics (SeCAM),UK","institution_ids":["https://openalex.org/I897542642"]},{"raw_affiliation_string":"School of Engineering, Computing and Mathematics (SeCAM), University of Plymouth, UK","institution_ids":["https://openalex.org/I897542642"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I897542642"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9988999962806702,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.9771999716758728,"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/drone","display_name":"Drone","score":0.7691448926925659},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.7608954906463623},{"id":"https://openalex.org/keywords/residual-neural-network","display_name":"Residual neural network","score":0.7489237189292908},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.738287091255188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.62516188621521},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.5707269310951233},{"id":"https://openalex.org/keywords/marine-engineering","display_name":"Marine engineering","score":0.47512632608413696},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4563077986240387},{"id":"https://openalex.org/keywords/minimum-bounding-box","display_name":"Minimum bounding box","score":0.4477100074291229},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.433359831571579},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.42218494415283203},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.37352341413497925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36622267961502075},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3639563322067261},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.32430773973464966},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.32265394926071167},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.19337517023086548},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17324978113174438},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10229271650314331},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09342306852340698},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.06790590286254883},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.04885226488113403}],"concepts":[{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.7691448926925659},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.7608954906463623},{"id":"https://openalex.org/C2944601119","wikidata":"https://www.wikidata.org/wiki/Q43744058","display_name":"Residual neural network","level":3,"score":0.7489237189292908},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.738287091255188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.62516188621521},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5707269310951233},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.47512632608413696},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4563077986240387},{"id":"https://openalex.org/C147037132","wikidata":"https://www.wikidata.org/wiki/Q6865426","display_name":"Minimum bounding box","level":3,"score":0.4477100074291229},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.433359831571579},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.42218494415283203},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37352341413497925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36622267961502075},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3639563322067261},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.32430773973464966},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.32265394926071167},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.19337517023086548},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17324978113174438},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10229271650314331},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09342306852340698},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.06790590286254883},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.04885226488113403},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ivmsp54334.2022.9816220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivmsp54334.2022.9816220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:pearl.plymouth.ac.uk:10026.1/19864","is_oa":false,"landing_page_url":"http://hdl.handle.net/10026.1/19864","pdf_url":null,"source":{"id":"https://openalex.org/S4306402507","display_name":"PEARL (University of Plymouth)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I897542642","host_organization_name":"University of Plymouth","host_organization_lineage":["https://openalex.org/I897542642"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8899999856948853,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G5679975183","display_name":null,"funder_award_id":"EP/S000747/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320330083","display_name":"National Centre for Nuclear Robotics","ror":null},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1594834271","https://openalex.org/W1861492603","https://openalex.org/W2108598243","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2901225969","https://openalex.org/W2917896152","https://openalex.org/W2943805769","https://openalex.org/W2944303778","https://openalex.org/W2954187634","https://openalex.org/W2963037989","https://openalex.org/W2964350391","https://openalex.org/W2972859430","https://openalex.org/W2996738572","https://openalex.org/W3018757597","https://openalex.org/W3026014783","https://openalex.org/W3035680081","https://openalex.org/W3092264835","https://openalex.org/W3134932951","https://openalex.org/W3195075407","https://openalex.org/W3203306085","https://openalex.org/W3208885119","https://openalex.org/W4214544250","https://openalex.org/W6639102338","https://openalex.org/W6687483927","https://openalex.org/W6762562793","https://openalex.org/W6762859143","https://openalex.org/W6777046832","https://openalex.org/W6801664760","https://openalex.org/W6903813007"],"related_works":["https://openalex.org/W3192357901","https://openalex.org/W3036286480","https://openalex.org/W2387360586","https://openalex.org/W4287027631","https://openalex.org/W4237171675","https://openalex.org/W3209723314","https://openalex.org/W2952736415","https://openalex.org/W3205398323","https://openalex.org/W2883297582","https://openalex.org/W2962677013"],"abstract_inverted_index":{"In":[0],"this":[1],"work":[2],"a":[3,17,82],"new":[4],"publicly":[5],"available":[6],"dataset":[7],"of":[8,35,61,65,79],"wind":[9,67],"turbine":[10],"surface":[11],"damage":[12,80],"images":[13],"is":[14,31,44],"presented.":[15],"Moreover,":[16],"comparison":[18],"between":[19],"ResNet-101":[20,52,72],"Faster":[21,53,73],"R-CNN":[22,54,74],"and":[23,33],"YOLOv5":[24,50],"for":[25],"Wind":[26],"Turbine":[27],"Surface":[28],"Damage":[29],"Detection":[30],"analysed":[32],"performance":[34],"these":[36],"models":[37],"on":[38],"drone":[39],"footage":[40],"with":[41],"active":[42],"turbines":[43],"also":[45],"discussed.":[46],"Results":[47],"show":[48],"that":[49],"outperforms":[51],"in":[55],"predicting":[56],"the":[57,62,66],"bounding":[58],"box":[59],"coordinates":[60],"damaged":[63],"surfaces":[64],"turbines.":[68],"However,":[69],"unlike":[70],"YOLOv5,":[71],"estimates":[75],"an":[76],"entire":[77],"instance":[78],"as":[81],"single":[83],"prediction.":[84]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}