{"id":"https://openalex.org/W4404077457","doi":"https://doi.org/10.1007/s00371-024-03686-8","title":"Advanced semantic segmentation of aircraft main components based on transfer learning and data-driven approach","display_name":"Advanced semantic segmentation of aircraft main components based on transfer learning and data-driven approach","publication_year":2024,"publication_date":"2024-11-05","ids":{"openalex":"https://openalex.org/W4404077457","doi":"https://doi.org/10.1007/s00371-024-03686-8"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-024-03686-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03686-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03686-8.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"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":"The Visual Computer","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/s00371-024-03686-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062852299","display_name":"Julien Thomas","orcid":"https://orcid.org/0000-0002-7339-9011"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Julien Thomas","raw_affiliation_strings":["School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026493446","display_name":"Boyu Kuang","orcid":"https://orcid.org/0000-0003-1828-7663"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Boyu Kuang","raw_affiliation_strings":["School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK"],"raw_orcid":"https://orcid.org/0000-0003-1828-7663","affiliations":[{"raw_affiliation_string":"School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101621483","display_name":"Yizhong Wang","orcid":"https://orcid.org/0000-0002-6957-5174"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yizhong Wang","raw_affiliation_strings":["School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK"],"raw_orcid":"https://orcid.org/0000-0002-6957-5174","affiliations":[{"raw_affiliation_string":"School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074361330","display_name":"Stuart Barnes","orcid":"https://orcid.org/0000-0001-5821-5766"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stuart Barnes","raw_affiliation_strings":["School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK"],"raw_orcid":"https://orcid.org/0000-0001-5821-5766","affiliations":[{"raw_affiliation_string":"School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102979395","display_name":"Karl W. Jenkins","orcid":"https://orcid.org/0009-0006-4618-5786"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Karl Jenkins","raw_affiliation_strings":["School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK"],"raw_orcid":"https://orcid.org/0009-0006-4618-5786","affiliations":[{"raw_affiliation_string":"School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK","institution_ids":["https://openalex.org/I82284825"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026493446"],"corresponding_institution_ids":["https://openalex.org/I82284825"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.1594,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79399131,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"41","issue":"7","first_page":"4703","last_page":"4722"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9682000279426575,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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":0.7073706984519958},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6636261940002441},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6124452352523804},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.5408625602722168},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4998645782470703},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33984583616256714}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7073706984519958},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6636261940002441},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6124452352523804},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.5408625602722168},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4998645782470703},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33984583616256714}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00371-024-03686-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03686-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03686-8.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"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":"The Visual Computer","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00371-024-03686-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03686-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03686-8.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"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":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404077457.pdf"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2028166238","https://openalex.org/W2266390837","https://openalex.org/W2734349601","https://openalex.org/W2799406003","https://openalex.org/W2885948040","https://openalex.org/W2944655942","https://openalex.org/W2963881378","https://openalex.org/W3012086289","https://openalex.org/W3043085410","https://openalex.org/W3084464810","https://openalex.org/W3089225552","https://openalex.org/W3096015486","https://openalex.org/W3106534068","https://openalex.org/W3110908156","https://openalex.org/W3158549249","https://openalex.org/W3170647102","https://openalex.org/W3191127680","https://openalex.org/W3202623927","https://openalex.org/W3212813052","https://openalex.org/W4200453770","https://openalex.org/W4211004328","https://openalex.org/W4223509075","https://openalex.org/W4246639319","https://openalex.org/W4250653647","https://openalex.org/W4307887573","https://openalex.org/W4312903773","https://openalex.org/W4313133625","https://openalex.org/W4375946254","https://openalex.org/W4376605501","https://openalex.org/W4382568144","https://openalex.org/W4386270566","https://openalex.org/W4386401388","https://openalex.org/W4386495963","https://openalex.org/W4387678071","https://openalex.org/W4390278141","https://openalex.org/W4401107346","https://openalex.org/W4401900828","https://openalex.org/W6600007113","https://openalex.org/W6829576860"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Abstract":[0],"The":[1,110,139],"implementation":[2],"of":[3,14,40,147,152,165],"Smart":[4],"Airport":[5,7],"and":[6,20,27,53,57,72,119,128,149,173,189,205],"4.0":[8],"visions":[9],"relies":[10],"on":[11,97,203],"the":[12,34,37,41,115,121,156,163,166,184,195],"integration":[13,35],"automation,":[15],"artificial":[16],"intelligence,":[17],"data":[18,67],"science,":[19],"aviation":[21],"technology":[22],"to":[23,50,132,183,194,200],"enhance":[24],"passenger":[25],"experiences":[26],"operational":[28],"efficiency.":[29],"One":[30],"essential":[31,49],"factor":[32],"in":[33,55,78,171],"is":[36,48,198],"semantic":[38,186,207],"segmentation":[39,62,89,137,158,169],"aircraft":[42,56,172,204],"main":[43],"components":[44],"(AMC)":[45],"perception,":[46],"which":[47,75,197],"maintenance,":[51],"repair,":[52],"operations":[54],"airport":[58,174,206],"operations.":[59],"However,":[60],"AMC":[61,88,136,157,168,185],"has":[63],"challenges":[64],"from":[65],"low":[66],"availability,":[68],"high-quality":[69],"annotation":[70],"scarcity,":[71],"categorical":[73,116],"imbalance,":[74],"are":[76],"common":[77],"practical":[79],"applications,":[80],"including":[81],"aviation.":[82],"This":[83,177],"study":[84,178],"proposes":[85],"a":[86,92,98,104,134,142,180,191],"novel":[87],"solution,":[90],"employing":[91],"transfer":[93],"learning":[94],"framework":[95],"based":[96],"sophisticated":[99],"DeepLabV3":[100],"architecture":[101],"optimized":[102],"with":[103,124],"custom-designed":[105],"Focal":[106],"Dice":[107],"Loss":[108],"function.":[109],"proposed":[111,167],"solution":[112,170,182],"remarkably":[113],"suppresses":[114],"imbalance":[117],"challenge":[118],"increases":[120],"dataset":[122,193],"variability":[123],"manually":[125],"annotated":[126],"images":[127],"dynamic":[129],"augmentation":[130],"strategies":[131],"train":[133],"robust":[135],"model.":[138],"model":[140],"achieved":[141],"notable":[143],"intersection":[144],"over":[145],"union":[146],"84.002%":[148],"an":[150],"accuracy":[151],"91.466%,":[153],"significantly":[154],"advancing":[155],"performance.":[159],"These":[160],"results":[161],"demonstrate":[162],"effectiveness":[164],"operation":[175],"scenarios.":[176],"provides":[179],"pioneering":[181],"perception":[187],"problem":[188],"contributes":[190],"valuable":[192],"community,":[196],"fundamental":[199],"future":[201],"research":[202],"perception.":[208],"Graphical":[209],"abstract":[210]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
