{"id":"https://openalex.org/W2980254319","doi":"https://doi.org/10.1109/embc.2019.8857060","title":"Fully Automated Segmentation of Alveolar Bone Using Deep Convolutional Neural Networks from Intraoral Ultrasound Images","display_name":"Fully Automated Segmentation of Alveolar Bone Using Deep Convolutional Neural Networks from Intraoral Ultrasound Images","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2980254319","doi":"https://doi.org/10.1109/embc.2019.8857060","mag":"2980254319","pmid":"https://pubmed.ncbi.nlm.nih.gov/31947362"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857060","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5084630227","display_name":"Dat Q. Duong","orcid":null},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Dat Q. Duong","raw_affiliation_strings":["Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100926702","display_name":"Kim-Cuong T. Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kim-Cuong T. Nguyen","raw_affiliation_strings":["Biomedical Engineering, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076513367","display_name":"Neelambar R. Kaipatur","orcid":"https://orcid.org/0000-0001-6478-8472"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Neelambar R. Kaipatur","raw_affiliation_strings":["School of Dentistry, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"School of Dentistry, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065569053","display_name":"Edmond Lou","orcid":"https://orcid.org/0000-0002-7531-8377"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Edmond H. M. Lou","raw_affiliation_strings":["Electrical & Computer Engineering, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Electrical & Computer Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090537996","display_name":"Michelle Noga","orcid":"https://orcid.org/0000-0001-5127-7374"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Michelle Noga","raw_affiliation_strings":["Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008858362","display_name":"Paul W. Major","orcid":"https://orcid.org/0000-0002-1581-2306"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Paul W. Major","raw_affiliation_strings":["School of Dentistry, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"School of Dentistry, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069854748","display_name":"Kumaradevan Punithakumar","orcid":"https://orcid.org/0000-0003-3835-1079"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kumaradevan Punithakumar","raw_affiliation_strings":["Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064649922","display_name":"Lawrence H. Le","orcid":"https://orcid.org/0000-0003-1907-1258"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Lawrence H. Le","raw_affiliation_strings":["Biomedical Engineering, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5084630227"],"corresponding_institution_ids":["https://openalex.org/I154425047"],"apc_list":null,"apc_paid":null,"fwci":2.5574,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.88387716,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"2019","issue":null,"first_page":"6632","last_page":"6635"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9632999897003174,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7624989748001099},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.658076822757721},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6483704447746277},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5962591171264648},{"id":"https://openalex.org/keywords/hausdorff-distance","display_name":"Hausdorff distance","score":0.578406810760498},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.5557794570922852},{"id":"https://openalex.org/keywords/dental-alveolus","display_name":"Dental alveolus","score":0.5390903353691101},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.49602898955345154},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45994776487350464},{"id":"https://openalex.org/keywords/radiography","display_name":"Radiography","score":0.44213777780532837},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.41880369186401367},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3396282494068146},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.30266475677490234},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2513326406478882},{"id":"https://openalex.org/keywords/orthodontics","display_name":"Orthodontics","score":0.12194618582725525}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7624989748001099},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.658076822757721},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6483704447746277},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5962591171264648},{"id":"https://openalex.org/C141898687","wikidata":"https://www.wikidata.org/wiki/Q1501997","display_name":"Hausdorff distance","level":2,"score":0.578406810760498},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.5557794570922852},{"id":"https://openalex.org/C151279780","wikidata":"https://www.wikidata.org/wiki/Q143588","display_name":"Dental alveolus","level":2,"score":0.5390903353691101},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.49602898955345154},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45994776487350464},{"id":"https://openalex.org/C36454342","wikidata":"https://www.wikidata.org/wiki/Q245341","display_name":"Radiography","level":2,"score":0.44213777780532837},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41880369186401367},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3396282494068146},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.30266475677490234},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2513326406478882},{"id":"https://openalex.org/C29694066","wikidata":"https://www.wikidata.org/wiki/Q118301","display_name":"Orthodontics","level":1,"score":0.12194618582725525}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015588","descriptor_name":"Observer Variation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015588","descriptor_name":"Observer Variation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015588","descriptor_name":"Observer Variation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D054893","descriptor_name":"Cone-Beam Computed Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054893","descriptor_name":"Cone-Beam Computed Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054893","descriptor_name":"Cone-Beam Computed Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2019.8857060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857060","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31947362","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31947362","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W141560187","https://openalex.org/W1901129140","https://openalex.org/W1989660091","https://openalex.org/W2005453220","https://openalex.org/W2016974460","https://openalex.org/W2066659276","https://openalex.org/W2087641620","https://openalex.org/W2119249988","https://openalex.org/W2123894561","https://openalex.org/W2127110298","https://openalex.org/W2138163882","https://openalex.org/W2346227356","https://openalex.org/W2592929672","https://openalex.org/W2621357895","https://openalex.org/W2914346117","https://openalex.org/W6605737145","https://openalex.org/W6639824700"],"related_works":["https://openalex.org/W2136359393","https://openalex.org/W4295532600","https://openalex.org/W2063823869","https://openalex.org/W3125779006","https://openalex.org/W4383558899","https://openalex.org/W1942697116","https://openalex.org/W4293226380","https://openalex.org/W4383558898","https://openalex.org/W2047973478","https://openalex.org/W2067569035"],"abstract_inverted_index":{"Delineation":[0],"of":[1,9,56,63,103,128,147,168],"alveolar":[2,35,64,94],"bone":[3,36,65,95],"aids":[4],"the":[5,28,53,60,93,157,169],"diagnosis":[6],"and":[7,18,33,71,75,110,151],"treatment":[8],"periodontal":[10],"diseases.":[11],"In":[12],"current":[13],"practice,":[14],"conventional":[15,48],"2D":[16],"radiography":[17],"3D":[19],"cone-beam":[20],"computed":[21],"tomography":[22],"(CBCT)":[23],"imaging":[24,41,49,68],"are":[25],"used":[26],"as":[27,44],"non-invasive":[29],"approaches":[30],"to":[31,47,51,73,81,90],"image":[32],"delineate":[34],"structures.":[37],"Recently,":[38],"high-frequency":[39],"ultrasound":[40,67,97,126],"is":[42,69],"proposed":[43,100,120,158],"an":[45,161],"alternative":[46],"methods":[50],"prevent":[52],"harmful":[54],"effects":[55],"ionizing":[57],"radiation.":[58],"However,":[59],"manual":[61,137],"delineation":[62],"from":[66,96,131],"time-consuming":[70],"subject":[72],"inter":[74],"intraobserver":[76],"variability.":[77],"This":[78],"study":[79],"proposes":[80],"use":[82],"a":[83,104,111,165],"convolutional":[84],"neural":[85],"network-based":[86],"machine":[87,113],"learning":[88,114],"framework":[89,115],"automatically":[91],"segment":[92],"images.":[98],"The":[99,119,134],"method":[101,121,159],"consists":[102],"homomorphic":[105],"filtering":[106],"based":[107,173],"noise":[108],"reduction":[109],"u-net":[112],"for":[116],"automated":[117],"delineation.":[118],"was":[122],"evaluated":[123],"over":[124,164],"15":[125],"images":[127],"tooth":[129],"acquired":[130],"procine":[132],"specimens.":[133],"comparisons":[135],"against":[136],"ground":[138],"truth":[139],"delineations":[140],"performed":[141],"by":[142],"three":[143],"experts":[144],"in":[145],"terms":[146],"mean":[148],"Dice":[149],"score":[150],"Hausdorff":[152],"distance":[153],"values":[154],"demonstrate":[155],"that":[156],"yielded":[160],"improved":[162],"performance":[163],"recent":[166],"state":[167],"art":[170],"graph":[171],"cuts":[172],"method.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
