{"id":"https://openalex.org/W2888736561","doi":"https://doi.org/10.1109/urai.2018.8441889","title":"Optical Coherence Tomography Image Segmentation for Cornea Surgery using Deep Neural Networks","display_name":"Optical Coherence Tomography Image Segmentation for Cornea Surgery using Deep Neural Networks","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2888736561","doi":"https://doi.org/10.1109/urai.2018.8441889","mag":"2888736561"},"language":"en","primary_location":{"id":"doi:10.1109/urai.2018.8441889","is_oa":false,"landing_page_url":"https://doi.org/10.1109/urai.2018.8441889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 15th International Conference on Ubiquitous Robots (UR)","raw_type":"proceedings-article"},"type":"article","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/A5101401007","display_name":"Young Jin Heo","orcid":"https://orcid.org/0000-0002-3209-1643"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Young Jin Heo","raw_affiliation_strings":["Department of Mechanical Engineering, POSTECH, Pohang, Korea"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, POSTECH, Pohang, Korea","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086377367","display_name":"Ikjong Park","orcid":"https://orcid.org/0000-0003-4260-7305"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ikjong Park","raw_affiliation_strings":["Department of Mechanical Engineering, POSTECH, Pohang, Korea"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, POSTECH, Pohang, Korea","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003825516","display_name":"Ki Hean Kim","orcid":"https://orcid.org/0000-0003-3410-7706"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ki Hean Kim","raw_affiliation_strings":["Department of Mechanical Engineering, POSTECH, Pohang, Korea"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, POSTECH, Pohang, Korea","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001769496","display_name":"Myoung Joon Kim","orcid":"https://orcid.org/0000-0003-4945-4858"},"institutions":[{"id":"https://openalex.org/I116631150","display_name":"Ulsan College","ror":"https://ror.org/02tec3785","country_code":"KR","type":"education","lineage":["https://openalex.org/I116631150"]},{"id":"https://openalex.org/I2801680663","display_name":"Asan Medical Center","ror":"https://ror.org/03s5q0090","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I2801680663","https://openalex.org/I4210167194"]},{"id":"https://openalex.org/I40542001","display_name":"University of Ulsan","ror":"https://ror.org/02c2f8975","country_code":"KR","type":"education","lineage":["https://openalex.org/I40542001"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myoung Joon Kim","raw_affiliation_strings":["MyungJoon Kim is with the Department of Ophthalmology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea"],"affiliations":[{"raw_affiliation_string":"MyungJoon Kim is with the Department of Ophthalmology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea","institution_ids":["https://openalex.org/I2801680663","https://openalex.org/I40542001","https://openalex.org/I116631150"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020648634","display_name":"Wan Kyun Chung","orcid":"https://orcid.org/0000-0003-2715-5320"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Wan Kyun Chung","raw_affiliation_strings":["Department of Mechanical Engineering, POSTECH, Pohang, Korea"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, POSTECH, Pohang, Korea","institution_ids":["https://openalex.org/I123900574"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101401007"],"corresponding_institution_ids":["https://openalex.org/I123900574"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.09145001,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"14","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11377","display_name":"Retinal and Macular Surgery","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10563","display_name":"Corneal surgery and disorders","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.8339768648147583},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8220775723457336},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.7274188995361328},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7136267423629761},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.673734188079834},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5042833089828491},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.49735358357429504},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.197899729013443},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08318644762039185}],"concepts":[{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.8339768648147583},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8220775723457336},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7274188995361328},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7136267423629761},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.673734188079834},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5042833089828491},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.49735358357429504},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.197899729013443},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08318644762039185},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/urai.2018.8441889","is_oa":false,"landing_page_url":"https://doi.org/10.1109/urai.2018.8441889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 15th International Conference on Ubiquitous Robots (UR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1485620304","https://openalex.org/W1514586132","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2006707592","https://openalex.org/W2031976061","https://openalex.org/W2040452699","https://openalex.org/W2078920062","https://openalex.org/W2124592697","https://openalex.org/W2157979199","https://openalex.org/W2221415430","https://openalex.org/W2323420755","https://openalex.org/W2507322297","https://openalex.org/W2703378578","https://openalex.org/W2739025993","https://openalex.org/W2963840672","https://openalex.org/W4321429234","https://openalex.org/W6639824700"],"related_works":["https://openalex.org/W2323668004","https://openalex.org/W2348498086","https://openalex.org/W3093461874","https://openalex.org/W2063232638","https://openalex.org/W1000914229","https://openalex.org/W3021342607","https://openalex.org/W2488331324","https://openalex.org/W970126872","https://openalex.org/W127177386","https://openalex.org/W1522196789"],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"use":[3],"of":[4,11,89,114],"deep":[5],"neural":[6],"networks":[7],"for":[8,118],"semantic":[9,32,58],"segmentation":[10,20,61,107],"optical":[12],"coherence":[13],"tomography":[14],"(OCT)":[15],"images":[16,30],"to":[17,111],"accurately":[18],"predict":[19],"masks":[21,33],"from":[22,40,55,72],"noisy":[23],"and":[24,31,36,52,67,77,91],"occluded":[25],"OCT":[26,29,105],"images.":[27],"The":[28,60,100],"are":[34],"acquired":[35],"commercial":[37],"surgical":[38,116],"tools,":[39],"an":[41],"ex-vivo":[42],"porcine":[43],"eye.":[44],"Simple":[45],"post-processing":[46],"can":[47,108],"compute":[48],"needle":[49,63],"tip":[50,64],"position":[51,65],"insertion":[53,68],"depth":[54,69],"the":[56,73,83,87,104,112],"predicted":[57],"masks.":[59],"accuracy,":[62],"error,":[66],"error":[70],"obtained":[71],"FCN-8s,":[74],"dilated":[75],"convolution,":[76],"U-Net":[78,81],"were":[79],"compared.":[80],"achieved":[82],"highest":[84],"accuracy":[85],"in":[86],"presence":[88],"occlusion":[90],"object":[92],"overlap":[93],"(81.5%":[94],"mean":[95],"IoU;":[96],"30.0-ILm":[97],"tip-position":[98],"error).":[99],"results":[101],"show":[102],"that":[103],"image":[106],"be":[109],"applied":[110],"development":[113],"a":[115],"robot":[117],"corneal":[119],"suturing.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}