{"id":"https://openalex.org/W7202206982","doi":"https://doi.org/10.1109/siu71813.2026.11636366","title":"Deep Learning\u2013Based Image Segmentation for Quality Inspection of Industrial Cable Terminal Crimp Connections","display_name":"Deep Learning\u2013Based Image Segmentation for Quality Inspection of Industrial Cable Terminal Crimp Connections","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7202206982","doi":"https://doi.org/10.1109/siu71813.2026.11636366"},"language":"en","primary_location":{"id":"doi:10.1109/siu71813.2026.11636366","doi":"https://doi.org/10.1109/siu71813.2026.11636366","is_oa":true,"landing_page_url":"https://doi.org/10.1109/siu71813.2026.11636366","pdf_url":null,"source":{"id":"https://openalex.org/S4363607818","display_name":"Signal Processing and Communications Applications Conference (SIU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 34th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/siu71813.2026.11636366","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119220980","display_name":"Turgut Karademir","orcid":"https://orcid.org/0000-0001-9044-1552","observed_orcids":["https://orcid.org/0000-0001-9044-1552"]},"institutions":[{"id":"https://openalex.org/I4387154896","display_name":"\u0130zmir Demokrasi \u00dcniversitesi","ror":"https://ror.org/04c152q53","country_code":"TR","type":"education","lineage":["https://openalex.org/I4387154896"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Turgut Karademir","raw_affiliation_strings":["\u0130zmir Demokrasi University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0130zmir Demokrasi University","institution_ids":["https://openalex.org/I4387154896"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005454736","display_name":"Ba\u015fak Esin K\u00f6kt\u00fcrk-G\u00fczel","orcid":"https://orcid.org/0000-0002-9429-1149","observed_orcids":["https://orcid.org/0000-0002-9429-1149"]},"institutions":[{"id":"https://openalex.org/I4387154896","display_name":"\u0130zmir Demokrasi \u00dcniversitesi","ror":"https://ror.org/04c152q53","country_code":"TR","type":"education","lineage":["https://openalex.org/I4387154896"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ba\u015fak Esin K\u00f6kt\u00fcrk G\u00fczel","raw_affiliation_strings":["\u0130zmir Demokrasi University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0130zmir Demokrasi University","institution_ids":["https://openalex.org/I4387154896"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4387154896"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6002589,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9883000254631042,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9883000254631042,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.007199999876320362,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.0017999999690800905,"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/image-segmentation","display_name":"image segmentation","score":0.9549999833106995},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.7590000033378601},{"id":"https://openalex.org/keywords/quality-inspection","display_name":"quality inspection","score":0.8669999837875366},{"id":"https://openalex.org/keywords/industrial-inspection","display_name":"industrial inspection","score":0.546999990940094},{"id":"https://openalex.org/keywords/electrical-connections","display_name":"electrical connections","score":0.31200000643730164}],"concepts":[{"id":"https://openalex.org/C2778374746","wikidata":"https://www.wikidata.org/wiki/Q1140059","display_name":"Crimp","level":2,"score":0.7961000204086304},{"id":"https://openalex.org/C2779664074","wikidata":"https://www.wikidata.org/wiki/Q3518405","display_name":"Terminal (telecommunication)","level":2,"score":0.6644999980926514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5774999856948853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5389000177383423},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.538100004196167},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.48910000920295715},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4593000113964081},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.43470001220703125},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.4097999930381775},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.40369999408721924},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.37299999594688416},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.3596999943256378},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3424000144004822},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.2858000099658966},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.25940001010894775}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu71813.2026.11636366","doi":"https://doi.org/10.1109/siu71813.2026.11636366","is_oa":true,"landing_page_url":"https://doi.org/10.1109/siu71813.2026.11636366","pdf_url":null,"source":{"id":"https://openalex.org/S4363607818","display_name":"Signal Processing and Communications Applications Conference (SIU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 34th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/siu71813.2026.11636366","doi":"https://doi.org/10.1109/siu71813.2026.11636366","is_oa":true,"landing_page_url":"https://doi.org/10.1109/siu71813.2026.11636366","pdf_url":null,"source":{"id":"https://openalex.org/S4363607818","display_name":"Signal Processing and Communications Applications Conference (SIU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 34th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.7207000255584717}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4399621111","https://openalex.org/W4240810421","https://openalex.org/W2164382892","https://openalex.org/W3129132184","https://openalex.org/W2171356339","https://openalex.org/W2143474847","https://openalex.org/W3162992048","https://openalex.org/W2487828220","https://openalex.org/W3086761866","https://openalex.org/W2928754175"],"abstract_inverted_index":{"This":[0],"study":[1],"proposes":[2],"a":[3,41,98],"deep":[4],"learning-based":[5],"segmentation":[6,73],"approach":[7,96],"for":[8,104],"the":[9,76,80,94],"automatic":[10],"quality":[11,105],"control":[12],"of":[13,25,45,85],"industrial":[14],"crimp":[15],"cross-section":[16],"images.":[17],"The":[18,90],"method":[19],"aims":[20],"to":[21],"achieve":[22],"pixel-level":[23],"separation":[24],"critical":[26],"structural":[27,36],"components":[28],"such":[29],"as":[30],"conductive":[31],"wires,":[32],"insulation":[33],"regions,":[34],"and":[35,50,59,87,101],"contours.":[37],"In":[38],"this":[39],"context,":[40],"unique":[42],"dataset":[43],"consisting":[44],"265":[46],"samples":[47],"was":[48],"constructed,":[49],"multi-class":[51],"annotations":[52],"were":[53,62],"performed.":[54],"U-Net,":[55,58],"U-Net++,":[56],"Attention":[57],"G-CASCADE":[60,77],"models":[61,70],"comparatively":[63],"evaluated.":[64],"Experimental":[65],"results":[66],"demonstrate":[67],"that":[68,93],"all":[69],"achieved":[71],"successful":[72],"performance,":[74],"while":[75],"model":[78],"provided":[79],"highest":[81],"accuracy":[82],"in":[83],"terms":[84],"Dice":[86],"IoU":[88],"metrics.":[89],"findings":[91],"indicate":[92],"proposed":[95],"offers":[97],"fast,":[99],"objective,":[100],"repeatable":[102],"solution":[103],"control.":[106]},"counts_by_year":[],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2026-08-12T00:00:00"}
