{"id":"https://openalex.org/W4390992411","doi":"https://doi.org/10.1109/bibm58861.2023.10385334","title":"Enhancing Multiple Sclerosis Lesion Segmentation in Multimodal MRI Scans with Diffusion Models","display_name":"Enhancing Multiple Sclerosis Lesion Segmentation in Multimodal MRI Scans with Diffusion Models","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390992411","doi":"https://doi.org/10.1109/bibm58861.2023.10385334"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385334","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385334","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5028086260","display_name":"Alessia Rondinella","orcid":"https://orcid.org/0000-0002-6825-8708"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessia Rondinella","raw_affiliation_strings":["University of Catania,Dept. of Math and Computer Science,Catania,Italy","Dept. of Math and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Math and Computer Science,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Math and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076442017","display_name":"Francesco Guarnera","orcid":"https://orcid.org/0000-0002-7703-3367"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Guarnera","raw_affiliation_strings":["University of Catania,Dept. of Math and Computer Science,Catania,Italy","Dept. of Math and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Math and Computer Science,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Math and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014104390","display_name":"Oliver Giudice","orcid":"https://orcid.org/0000-0002-8343-2049"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Oliver Giudice","raw_affiliation_strings":["University of Catania,Dept. of Math and Computer Science,Catania,Italy","Dept. of Math and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Math and Computer Science,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Math and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076307306","display_name":"Alessandro Ortis","orcid":"https://orcid.org/0000-0003-3461-4679"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Ortis","raw_affiliation_strings":["University of Catania,Dept. of Math and Computer Science,Catania,Italy","Dept. of Math and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Math and Computer Science,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Math and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004880055","display_name":"Giulia Russo","orcid":"https://orcid.org/0000-0001-6616-7856"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulia Russo","raw_affiliation_strings":["University of Catania,Dept. of Drug and Health Sciences,Catania,Italy","Dept. of Drug and Health Sciences, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Drug and Health Sciences,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Drug and Health Sciences, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039844215","display_name":"Elena Crispino","orcid":"https://orcid.org/0000-0001-9289-4926"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Elena Crispino","raw_affiliation_strings":["University of Catania,Dept. of Biomedical and Biotechnological Sciences,Catania,Italy","Dept. of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Biomedical and Biotechnological Sciences,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044340074","display_name":"Francesco Pappalardo","orcid":"https://orcid.org/0000-0003-1668-3320"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Pappalardo","raw_affiliation_strings":["University of Catania,Dept. of Drug and Health Sciences,Catania,Italy","Dept. of Drug and Health Sciences, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Drug and Health Sciences,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Drug and Health Sciences, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042746008","display_name":"Sebastiano Battiato","orcid":"https://orcid.org/0000-0001-6127-2470"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sebastiano Battiato","raw_affiliation_strings":["University of Catania,Dept. of Math and Computer Science,Catania,Italy","Dept. of Math and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Dept. of Math and Computer Science,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Dept. of Math and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7898,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.90578512,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3733","last_page":"3740"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.988099992275238,"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":0.988099992275238,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.972000002861023,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7703573703765869},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.7505241632461548},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.5842887759208679},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5581600069999695},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5529308319091797},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5222657322883606},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5005104541778564},{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"Multiple sclerosis","score":0.4869886338710785},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.44689705967903137},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.4423770010471344},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4265103042125702},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3931044638156891},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3324130177497864},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.31786614656448364}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7703573703765869},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.7505241632461548},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.5842887759208679},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5581600069999695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5529308319091797},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5222657322883606},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5005104541778564},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.4869886338710785},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.44689705967903137},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4423770010471344},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4265103042125702},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3931044638156891},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3324130177497864},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31786614656448364},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"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/bibm58861.2023.10385334","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385334","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1987869189","https://openalex.org/W1996308597","https://openalex.org/W2047667601","https://openalex.org/W2489242797","https://openalex.org/W2575552683","https://openalex.org/W2896014118","https://openalex.org/W2900299818","https://openalex.org/W2900936384","https://openalex.org/W2963263347","https://openalex.org/W3034681889","https://openalex.org/W3036167779","https://openalex.org/W3048181943","https://openalex.org/W3094502228","https://openalex.org/W3121370741","https://openalex.org/W3162335705","https://openalex.org/W3202553706","https://openalex.org/W3203841574","https://openalex.org/W4220658327","https://openalex.org/W4221163766","https://openalex.org/W4285388637","https://openalex.org/W4287100534","https://openalex.org/W4295312788","https://openalex.org/W4308023490","https://openalex.org/W4308610041","https://openalex.org/W4312084109","https://openalex.org/W4330337219","https://openalex.org/W4376126519","https://openalex.org/W4377565370","https://openalex.org/W4385245566","https://openalex.org/W4385837228","https://openalex.org/W4386432907","https://openalex.org/W4386485991","https://openalex.org/W4387211596","https://openalex.org/W4393154023","https://openalex.org/W6739901393","https://openalex.org/W6766978945","https://openalex.org/W6779823529","https://openalex.org/W6805335523"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W203959209","https://openalex.org/W2167701463","https://openalex.org/W2110287964","https://openalex.org/W4307407935"],"abstract_inverted_index":{"Accurate":[0],"segmentation":[1,36,43],"of":[2,29,37,100],"Multiple":[3],"Sclerosis":[4],"(MS)":[5],"lesions":[6],"from":[7,60],"Magnetic":[8],"Resonance":[9],"Imaging":[10],"(MRI)":[11],"scans":[12],"is":[13],"crucial":[14],"for":[15],"clinical":[16,113],"diagnosis":[17],"and":[18],"effective":[19],"treatment":[20],"planning.":[21],"In":[22],"this":[23],"work,":[24],"we":[25],"investigate":[26],"the":[27,56,93],"effectiveness":[28],"Diffusion":[30],"Models":[31],"(DM)":[32],"in":[33,46,112],"achieving":[34],"pixel-wise":[35],"MS":[38],"lesions.":[39],"DM":[40,72,102],"significantly":[41],"improves":[42],"sensitivity,":[44],"especially":[45],"regions":[47],"with":[48,81],"subtle":[49],"abnormalities.":[50],"We":[51],"conducted":[52],"extensive":[53],"experiments":[54],"using":[55],"magnetic":[57],"resonance":[58],"volumes":[59],"a":[61,87],"public":[62],"dataset,":[63],"encompassing":[64],"various":[65,106],"imaging":[66,107],"modalities.":[67],"Our":[68],"analysis":[69],"demonstrated":[70],"how":[71],"can":[73],"achieve":[74],"performance":[75],"levels":[76],"that":[77],"are":[78],"on":[79],"par":[80],"state-of-the-art":[82],"techniques,":[83],"as":[84],"evidenced":[85],"by":[86],"mean":[88],"Dice":[89],"coefficient":[90],"comparable":[91],"to":[92],"best":[94],"existing":[95],"methods.":[96],"Furthermore,":[97],"some":[98],"variants":[99],"standard":[101],"exhibits":[103],"robustness":[104],"across":[105],"modalities,":[108],"showcasing":[109],"its":[110],"versatility":[111],"settings.":[114]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
