{"id":"https://openalex.org/W2014204016","doi":"https://doi.org/10.1109/atsip.2014.6834616","title":"Brief review of multiple sclerosis lesions segmentation methods on conventional magnetic resonance imaging","display_name":"Brief review of multiple sclerosis lesions segmentation methods on conventional magnetic resonance imaging","publication_year":2014,"publication_date":"2014-03-01","ids":{"openalex":"https://openalex.org/W2014204016","doi":"https://doi.org/10.1109/atsip.2014.6834616","mag":"2014204016"},"language":"en","primary_location":{"id":"doi:10.1109/atsip.2014.6834616","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip.2014.6834616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 1st International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5087333779","display_name":"Olfa Ghribi","orcid":"https://orcid.org/0000-0002-5564-6103"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Olfa Ghribi","raw_affiliation_strings":["ATMS Research Unit ENIS, Sfax University, Sfax, Tunisia","ATMS Research Unit, ENIS, Sfax University, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ATMS Research Unit ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"ATMS Research Unit, ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006526622","display_name":"Ines Njeh","orcid":"https://orcid.org/0000-0001-9538-8404"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ines Njeh","raw_affiliation_strings":["ATMS Research Unit ENIS, Sfax University, Sfax, Tunisia","ATMS Research Unit, ENIS, Sfax University, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ATMS Research Unit ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"ATMS Research Unit, ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031967892","display_name":"Ahmed Ben Hamida","orcid":"https://orcid.org/0000-0001-6713-7384"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ahmed Ben Hamida","raw_affiliation_strings":["ATMS Research Unit ENIS, Sfax University, Sfax, Tunisia","ATMS Research Unit, ENIS, Sfax University, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ATMS Research Unit ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"ATMS Research Unit, ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046650451","display_name":"Wassim Zouch","orcid":"https://orcid.org/0000-0003-1047-1968"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Wassim Zouch","raw_affiliation_strings":["King Abdulaziz University, Sfax University, Sfax, Tunisia","King Abdulaziz University, Jeddah, KSA, ATMS, Research Unit, ENIS, Sfax University, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdulaziz University, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"King Abdulaziz University, Jeddah, KSA, ATMS, Research Unit, ENIS, Sfax University, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018531632","display_name":"Chokri Mhiri","orcid":"https://orcid.org/0000-0001-7591-6994"},"institutions":[{"id":"https://openalex.org/I4210165772","display_name":"Hopital Universitaire Habib Bourguiba","ror":"https://ror.org/052g5ww90","country_code":"TN","type":"healthcare","lineage":["https://openalex.org/I4210165772"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Chokri Mhiri","raw_affiliation_strings":["Department of Neurology UH Habib Bourguiba, Sfax, Tunisia","Department of Neurology, UH Habib Bourguiba, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology UH Habib Bourguiba, Sfax, Tunisia","institution_ids":["https://openalex.org/I4210165772"]},{"raw_affiliation_string":"Department of Neurology, UH Habib Bourguiba, Sfax, Tunisia","institution_ids":["https://openalex.org/I4210165772"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"249","last_page":"253"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9781000018119812,"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/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9610999822616577,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.8438527584075928},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.7616889476776123},{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"Multiple sclerosis","score":0.755695641040802},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6114791631698608},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5424405336380005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5264059901237488},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.4520473778247833},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4372316002845764},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4063267707824707},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3784137964248657},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3689226508140564},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3184415102005005},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.25322622060775757}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8438527584075928},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.7616889476776123},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.755695641040802},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6114791631698608},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5424405336380005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5264059901237488},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.4520473778247833},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4372316002845764},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4063267707824707},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3784137964248657},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3689226508140564},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3184415102005005},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.25322622060775757},{"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:10.1109/atsip.2014.6834616","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip.2014.6834616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 1st International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","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/W1495247628","https://openalex.org/W1522196234","https://openalex.org/W1549949363","https://openalex.org/W1569698437","https://openalex.org/W1976035263","https://openalex.org/W1995768871","https://openalex.org/W2011598139","https://openalex.org/W2021204548","https://openalex.org/W2028622336","https://openalex.org/W2062116643","https://openalex.org/W2073884480","https://openalex.org/W2086393983","https://openalex.org/W2120841849","https://openalex.org/W2124526114","https://openalex.org/W2161913873","https://openalex.org/W2170360850","https://openalex.org/W2535352222","https://openalex.org/W6728540402"],"related_works":["https://openalex.org/W4385842477","https://openalex.org/W2775228109","https://openalex.org/W3176930657","https://openalex.org/W4394833138","https://openalex.org/W2139437222","https://openalex.org/W2770864300","https://openalex.org/W2055573962","https://openalex.org/W1976263376","https://openalex.org/W2913897113","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Multiple":[0],"sclerosis":[1],"is":[2,50,110],"a":[3,51,69,113],"chronic":[4],"inflammatory":[5],"disease":[6,37,60],"of":[7,24,35,56,58,71,79,90,107,116],"the":[8,22,32,36,41,45,54,59,97,123],"central":[9],"nervous":[10],"system.":[11],"Lesions":[12],"detected":[13],"by":[14],"Magnetic":[15],"resonance":[16],"(MR)":[17],"sequences":[18],"not":[19],"only":[20],"confirme":[21],"diagnosis":[23],"MS,":[25],"but":[26],"let":[27],"monitor":[28],"them":[29],"to":[30,39,87,111],"determine":[31],"evolutionary":[33],"state":[34],"and":[38,64,81,92,100],"evaluate":[40],"therapeutic":[42],"efficiency.":[43],"Thus,":[44],"change":[46],"in":[47,61,122],"lesion":[48],"load":[49],"criterion":[52],"determining":[53],"degree":[55],"progress":[57],"volume,":[62],"shape":[63],"location.":[65],"For":[66],"this":[67,108],"purpose,":[68],"segmentation":[70,83,119],"these":[72],"lesions":[73,118],"becomes":[74],"paramount.":[75],"Some":[76],"recent":[77],"methods":[78,120],"semiautomatic":[80],"automatic":[82],"have":[84],"been":[85],"proposed":[86,121],"get":[88],"rid":[89],"complex":[91],"laborious":[93],"manual":[94],"segmentation.":[95],"Subsequently,":[96],"variability":[98],"inter":[99],"intra-experts":[101],"will":[102],"be":[103],"reduced.":[104],"The":[105],"purpose":[106],"study":[109],"accomplish":[112],"brief":[114],"review":[115],"MS":[117],"literature.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}