{"id":"https://openalex.org/W4212819860","doi":"https://doi.org/10.1117/12.2623302","title":"Multiple Sclerosis brain lesion segmentation with different architecture ensembles","display_name":"Multiple Sclerosis brain lesion segmentation with different architecture ensembles","publication_year":2022,"publication_date":"2022-02-18","ids":{"openalex":"https://openalex.org/W4212819860","doi":"https://doi.org/10.1117/12.2623302"},"language":"en","primary_location":{"id":"doi:10.1117/12.2623302","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2623302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Biomedical Applications in Molecular, Structural, and Functional Imaging","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/A5000257040","display_name":"Pouria Tohidi","orcid":"https://orcid.org/0000-0003-1477-7577"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Pouria Tohidi","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010406734","display_name":"Samuel W. Remedios","orcid":"https://orcid.org/0000-0001-8634-8128"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel W. Remedios","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040420210","display_name":"Danielle L. Greenman","orcid":null},"institutions":[{"id":"https://openalex.org/I1280259254","display_name":"Henry M. Jackson Foundation","ror":"https://ror.org/04q9tew83","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1280259254"]},{"id":"https://openalex.org/I4210100506","display_name":"Jackson Foundation","ror":"https://ror.org/00jkq3860","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210100506"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Danielle L. Greenman","raw_affiliation_strings":["Henry M. Jackson Foundation (United States)"],"affiliations":[{"raw_affiliation_string":"Henry M. Jackson Foundation (United States)","institution_ids":["https://openalex.org/I4210100506","https://openalex.org/I1280259254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061950333","display_name":"Muhan Shao","orcid":"https://orcid.org/0000-0002-4686-4395"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muhan Shao","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070081887","display_name":"Shuo Han","orcid":"https://orcid.org/0000-0003-2033-9004"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuo Han","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044628433","display_name":"Blake E. Dewey","orcid":"https://orcid.org/0000-0003-4554-5058"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Blake E. Dewey","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002287091","display_name":"Jacob C. Reinhold","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacob C. Reinhold","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111975911","display_name":"Yi\u2010Yu Chou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100506","display_name":"Jackson Foundation","ror":"https://ror.org/00jkq3860","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210100506"]},{"id":"https://openalex.org/I1280259254","display_name":"Henry M. Jackson Foundation","ror":"https://ror.org/04q9tew83","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1280259254"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yi-Yu Chou","raw_affiliation_strings":["Henry M. Jackson Foundation (United States)"],"affiliations":[{"raw_affiliation_string":"Henry M. Jackson Foundation (United States)","institution_ids":["https://openalex.org/I4210100506","https://openalex.org/I1280259254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005891853","display_name":"Dzung L. Pham","orcid":"https://orcid.org/0000-0003-0053-2034"},"institutions":[{"id":"https://openalex.org/I1280259254","display_name":"Henry M. Jackson Foundation","ror":"https://ror.org/04q9tew83","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1280259254"]},{"id":"https://openalex.org/I4210100506","display_name":"Jackson Foundation","ror":"https://ror.org/00jkq3860","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210100506"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dzung L. Pham","raw_affiliation_strings":["Henry M. Jackson Foundation (United States)"],"affiliations":[{"raw_affiliation_string":"Henry M. Jackson Foundation (United States)","institution_ids":["https://openalex.org/I4210100506","https://openalex.org/I1280259254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066682675","display_name":"Jerry L. Prince","orcid":"https://orcid.org/0000-0002-6553-0876"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jerry L. Prince","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075622613","display_name":"Aaron Carass","orcid":"https://orcid.org/0000-0003-4939-5085"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Carass","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5000257040"],"corresponding_institution_ids":["https://openalex.org/I145311948"],"apc_list":null,"apc_paid":null,"fwci":0.4368,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59073389,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"39","issue":null,"first_page":"80","last_page":"80"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic 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/T10885","display_name":"Gene expression and cancer classification","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9690999984741211,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.8114352226257324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7021342515945435},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6591204404830933},{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"Multiple sclerosis","score":0.630651593208313},{"id":"https://openalex.org/keywords/hyperintensity","display_name":"Hyperintensity","score":0.592721164226532},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.57149338722229},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5272026658058167},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.5217741131782532},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4962325692176819},{"id":"https://openalex.org/keywords/white-matter","display_name":"White matter","score":0.44349732995033264},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33099979162216187},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2322683036327362},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2094767689704895},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.11323586106300354}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8114352226257324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7021342515945435},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6591204404830933},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.630651593208313},{"id":"https://openalex.org/C146638467","wikidata":"https://www.wikidata.org/wiki/Q10529587","display_name":"Hyperintensity","level":3,"score":0.592721164226532},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.57149338722229},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5272026658058167},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.5217741131782532},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4962325692176819},{"id":"https://openalex.org/C2781192897","wikidata":"https://www.wikidata.org/wiki/Q822050","display_name":"White matter","level":3,"score":0.44349732995033264},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33099979162216187},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2322683036327362},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2094767689704895},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.11323586106300354},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2623302","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2623302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Biomedical Applications in Molecular, Structural, and Functional Imaging","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":21,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1987869189","https://openalex.org/W1988790447","https://openalex.org/W2015159529","https://openalex.org/W2049633694","https://openalex.org/W2148347694","https://openalex.org/W2150265050","https://openalex.org/W2168630917","https://openalex.org/W2575552683","https://openalex.org/W2604830170","https://openalex.org/W2741171560","https://openalex.org/W2911708449","https://openalex.org/W2961602927","https://openalex.org/W3026693286","https://openalex.org/W3177525997","https://openalex.org/W4211254511","https://openalex.org/W4249509053","https://openalex.org/W4254647276","https://openalex.org/W4288860568","https://openalex.org/W6631190155","https://openalex.org/W6730586683"],"related_works":["https://openalex.org/W4385842477","https://openalex.org/W2775228109","https://openalex.org/W2090103820","https://openalex.org/W3176930657","https://openalex.org/W4394833138","https://openalex.org/W2139437222","https://openalex.org/W2770864300","https://openalex.org/W2055573962","https://openalex.org/W3092209499","https://openalex.org/W1522196789"],"abstract_inverted_index":{"White":[0],"matter":[1],"lesion":[2,85],"(WML)":[3],"segmentation":[4],"applied":[5],"to":[6,92],"magnetic":[7],"resonance":[8],"imaging":[9],"(MRI)":[10],"scans":[11],"of":[12,21,79],"people":[13],"with":[14,28,59,102],"multiple":[15],"sclerosis":[16],"has":[17,98],"been":[18],"an":[19],"area":[20],"extensive":[22],"research":[23],"in":[24,31],"recent":[25],"years.":[26],"As":[27],"most":[29],"tasks":[30],"medical":[32],"imaging,":[33],"deep":[34],"learning":[35],"(DL)":[36],"methods":[37,74],"have":[38,43],"proven":[39],"very":[40],"effective":[41],"and":[42,97],"quickly":[44],"replaced":[45],"existing":[46],"methods.":[47],"Despite":[48],"the":[49,77,99],"improvement":[50],"offered":[51],"by":[52],"these":[53,60],"networks,":[54],"there":[55],"are":[56],"still":[57],"shortcomings":[58],"DL":[61,69],"approaches.":[62],"In":[63],"this":[64],"work,":[65],"we":[66],"compare":[67],"several":[68],"algorithms,":[70,81],"as":[71,73],"well":[72],"for":[75,82],"ensembling":[76],"results":[78],"those":[80],"performing":[83],"MS":[84],"segmentation.":[86],"An":[87],"ensemble":[88],"approach":[89],"is":[90],"shown":[91],"best":[93],"estimate":[94],"total":[95],"WML":[96],"highest":[100],"agreement":[101],"manual":[103],"delineations.":[104]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
