{"id":"https://openalex.org/W1993006161","doi":"https://doi.org/10.1109/embc.2013.6610787","title":"Femoral cartilage segmentation in Knee MRI scans using two stage voxel classification","display_name":"Femoral cartilage segmentation in Knee MRI scans using two stage voxel classification","publication_year":2013,"publication_date":"2013-07-01","ids":{"openalex":"https://openalex.org/W1993006161","doi":"https://doi.org/10.1109/embc.2013.6610787","mag":"1993006161","pmid":"https://pubmed.ncbi.nlm.nih.gov/24110974"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2013.6610787","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2013.6610787","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5103379470","display_name":"Adhish Prasoon","orcid":null},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Adhish Prasoon","raw_affiliation_strings":["Department of Computer Science, University of Copenhagen, Denmark","Department of Computer Science, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]},{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042628612","display_name":"Christian Igel","orcid":"https://orcid.org/0000-0003-2868-0856"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Christian Igel","raw_affiliation_strings":["Department of Computer Science, University of Copenhagen, Denmark","Department of Computer Science, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]},{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086060106","display_name":"Marco Loog","orcid":"https://orcid.org/0000-0002-1298-8461"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marco Loog","raw_affiliation_strings":["Pattern Recognition Laboratory, Delft University of Technology, Netherlands","Pattern Recognition Lab., Delft Univ. of Technol., Delft, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pattern Recognition Laboratory, Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Pattern Recognition Lab., Delft Univ. of Technol., Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061682583","display_name":"Fran\u00e7ois Lauze","orcid":"https://orcid.org/0000-0003-2503-6475"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Francois Lauze","raw_affiliation_strings":["Department of Computer Science, University of Copenhagen, Denmark","Department of Computer Science, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]},{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008183217","display_name":"Erik B. Dam","orcid":"https://orcid.org/0000-0002-8888-2524"},"institutions":[{"id":"https://openalex.org/I4210133322","display_name":"Quality of Life Research Center","ror":"https://ror.org/03hvygv29","country_code":"DK","type":"facility","lineage":["https://openalex.org/I4210133322"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Erik B. Dam","raw_affiliation_strings":["Biomediq, Denmark","Biomediq, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomediq, Denmark","institution_ids":[]},{"raw_affiliation_string":"Biomediq, Copenhagen, Denmark","institution_ids":["https://openalex.org/I4210133322"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055800699","display_name":"Mads Nielsen","orcid":"https://orcid.org/0000-0003-1535-068X"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Mads Nielsen","raw_affiliation_strings":["Kobenhavns Universitet, Kobenhavns, DK","Department of Computer Science, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kobenhavns Universitet, Kobenhavns, DK","institution_ids":["https://openalex.org/I124055696"]},{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2013","issue":null,"first_page":"5469","last_page":"5472"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/T12209","display_name":"Bone and Joint Diseases","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"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/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.926800012588501,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/support-vector-machine","display_name":"Support vector machine","score":0.7566220760345459},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7037531137466431},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6604498028755188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6450855731964111},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6432590484619141},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.5774150490760803},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.45454853773117065},{"id":"https://openalex.org/keywords/cartilage","display_name":"Cartilage","score":0.4212188720703125},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.42048758268356323},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.41896989941596985},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10601314902305603},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.08118396997451782}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7566220760345459},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7037531137466431},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6604498028755188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6450855731964111},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6432590484619141},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.5774150490760803},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.45454853773117065},{"id":"https://openalex.org/C2780550940","wikidata":"https://www.wikidata.org/wiki/Q502730","display_name":"Cartilage","level":2,"score":0.4212188720703125},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.42048758268356323},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.41896989941596985},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10601314902305603},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.08118396997451782},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002356","descriptor_name":"Cartilage","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D002356","descriptor_name":"Cartilage","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D002356","descriptor_name":"Cartilage","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D005269","descriptor_name":"Femur","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D005269","descriptor_name":"Femur","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D005269","descriptor_name":"Femur","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","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":"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":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007719","descriptor_name":"Knee Joint","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007719","descriptor_name":"Knee Joint","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007719","descriptor_name":"Knee Joint","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2013.6610787","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2013.6610787","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:24110974","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24110974","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},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/5577bcd4-a0ad-4775-9e5d-1527b06b274c","is_oa":false,"landing_page_url":"https://curis.ku.dk/portal/da/publications/femoral-cartilage-segmentation-in-knee-mri-scans-using-two-stage-voxel-classification(5577bcd4-a0ad-4775-9e5d-1527b06b274c).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Prasoon , A , Igel , C , Loog , M , Lauze , F B , Dam , E & Nielsen , M 2013 , Femoral cartilage segmentation in knee MRI scans using two stage voxel classification . in 35th Annual International Conference of the IEEE; Engineering in Medicine and Biology Society (EMBC), 2013 . IEEE , pp. 5469-5472 , Annual International Conference of the IEEE 2013 , Osaka , Japan , 03/07/2013 . https://doi.org/10.1109/EMBC.2013.6610787","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:pure.atira.dk:publications/5577bcd4-a0ad-4775-9e5d-1527b06b274c","is_oa":false,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/5577bcd4-a0ad-4775-9e5d-1527b06b274c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Prasoon , A , Igel , C , Loog , M , Lauze , F B , Dam , E & Nielsen , M 2013 , Femoral cartilage segmentation in knee MRI scans using two stage voxel classification . in 35th Annual International Conference of the IEEE; Engineering in Medicine and Biology Society (EMBC), 2013 . IEEE , pp. 5469-5472 , Annual International Conference of the IEEE 2013 , Osaka , Japan , 03/07/2013 . https://doi.org/10.1109/EMBC.2013.6610787","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W22105911","https://openalex.org/W51639090","https://openalex.org/W1972278775","https://openalex.org/W1995137807","https://openalex.org/W2024876961","https://openalex.org/W2030104829","https://openalex.org/W2034680754","https://openalex.org/W2087528098","https://openalex.org/W2100296123","https://openalex.org/W2101123196","https://openalex.org/W2113638105","https://openalex.org/W2119821739","https://openalex.org/W2121222027","https://openalex.org/W2135106139","https://openalex.org/W2145276325","https://openalex.org/W2153635508","https://openalex.org/W2166440690","https://openalex.org/W2546945975","https://openalex.org/W4239510810","https://openalex.org/W6600894309","https://openalex.org/W6602051801","https://openalex.org/W6680272842","https://openalex.org/W6728903214"],"related_works":["https://openalex.org/W3027020613","https://openalex.org/W2016533837","https://openalex.org/W3167885074","https://openalex.org/W2892386716","https://openalex.org/W1998563493","https://openalex.org/W4306164210","https://openalex.org/W4313316311","https://openalex.org/W4362608745","https://openalex.org/W2383143032","https://openalex.org/W2082728368"],"abstract_inverted_index":{"Using":[0],"more":[1],"than":[2],"one":[3],"classification":[4,54],"stage":[5],"and":[6,55,72],"exploiting":[7],"class":[8],"population":[9],"imbalance":[10],"allows":[11],"for":[12,43],"incorporating":[13],"powerful":[14],"classifiers":[15,26],"in":[16,47,93,117],"tasks":[17],"requiring":[18],"large":[19],"scale":[20,27],"training":[21,33],"data,":[22],"even":[23],"if":[24],"these":[25,76],"badly":[28],"with":[29],"the":[30,70,90,94,120,139],"number":[31],"of":[32],"samples.":[34],"This":[35],"led":[36],"us":[37],"to":[38,64,102,119,133],"propose":[39,88],"a":[40,114,134],"two-stage":[41,111],"classifier":[42],"segmenting":[44,75],"tibial":[45],"cartilage":[46,66],"knee":[48,78],"MRI":[49],"scans":[50],"combining":[51],"nearest":[52],"neighbor":[53],"support":[56],"vector":[57],"machines":[58],"(SVMs).":[59],"Here":[60],"we":[61,87],"apply":[62],"it":[63],"femoral":[65],"segmentation.":[67],"We":[68],"describe":[69],"similarities":[71],"differences":[73],"between":[74],"two":[77],"cartilages.":[79],"For":[80],"further":[81],"speeding":[82],"up":[83],"batch":[84],"SVM":[85],"training,":[86],"loosening":[89],"stopping":[91],"condition":[92],"quadratic":[95],"program":[96],"solver":[97],"before":[98],"considering":[99],"moving":[100],"on":[101],"other":[103],"approximation":[104],"techniques":[105],"such":[106],"as":[107,136,138],"online":[108],"SVMs.":[109],"The":[110],"approach":[112],"reached":[113],"higher":[115],"accuracy":[116],"comparison":[118],"one-stage":[121],"state-of-the-art":[122,141],"method.":[123,142],"It":[124],"also":[125],"achieved":[126],"better":[127],"inter-scan":[128],"segmentation":[129],"reproducibility":[130],"when":[131],"compared":[132],"radiologist":[135],"well":[137],"current":[140]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}