{"id":"https://openalex.org/W4385734501","doi":"https://doi.org/10.1109/iccta58027.2022.10206298","title":"Novel framework for Detecting Multiple Sclerosis using Hybrid models","display_name":"Novel framework for Detecting Multiple Sclerosis using Hybrid models","publication_year":2022,"publication_date":"2022-12-17","ids":{"openalex":"https://openalex.org/W4385734501","doi":"https://doi.org/10.1109/iccta58027.2022.10206298"},"language":"en","primary_location":{"id":"doi:10.1109/iccta58027.2022.10206298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccta58027.2022.10206298","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 32nd International Conference on Computer Theory and Applications (ICCTA)","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/A5063912941","display_name":"Mostafa Elbaz","orcid":null},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mostafa Elbaz","raw_affiliation_strings":["Kafrelsheikh University,Faculty of Computers and Informatics,Department of Computer Science,kafrelsheikh,Egypt","Department of Computer Science, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kafrelsheikh University,Faculty of Computers and Informatics,Department of Computer Science,kafrelsheikh,Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt","institution_ids":["https://openalex.org/I130309236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114073688","display_name":"Sherouk Yassin","orcid":null},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Sherouk Yassin","raw_affiliation_strings":["Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt","institution_ids":["https://openalex.org/I130309236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092625072","display_name":"Sherief Magdy","orcid":null},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Sherief Magdy","raw_affiliation_strings":["Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt","institution_ids":["https://openalex.org/I130309236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062898765","display_name":"Eman Ibrahim Elbadawy","orcid":null},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Eman Elbadawy","raw_affiliation_strings":["Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt","institution_ids":["https://openalex.org/I130309236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035596051","display_name":"Asmaa Mohamed","orcid":"https://orcid.org/0000-0002-9531-1834"},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Asmaa Mohamed","raw_affiliation_strings":["Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kafrelsheikh University,Faculty of Computers and Informatics,Department of bio-informatics,kafrelsheikh,Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Department of bio-informatics, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt","institution_ids":["https://openalex.org/I130309236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092625073","display_name":"Hitham Elwahash","orcid":null},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hitham Elwahash","raw_affiliation_strings":["Kafrelsheikh University,Faculty of Computers and Informatics,Department of Computer Science,kafrelsheikh,Egypt","Department of Computer Science, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kafrelsheikh University,Faculty of Computers and Informatics,Department of Computer Science,kafrelsheikh,Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Computers and Informatics, Kafrelsheikh University, kafrelsheikh, Egypt","institution_ids":["https://openalex.org/I130309236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130309236"],"apc_list":null,"apc_paid":null,"fwci":0.4061,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.61656766,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"57","last_page":"63"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.994700014591217,"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"}},"topics":[{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.994700014591217,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9884999990463257,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6879088878631592},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6379271149635315},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6283479332923889},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.6041808724403381},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5724163055419922},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5632510185241699},{"id":"https://openalex.org/keywords/speckle-noise","display_name":"Speckle noise","score":0.44628024101257324},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4448944926261902},{"id":"https://openalex.org/keywords/rician-fading","display_name":"Rician fading","score":0.418653279542923},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40919822454452515},{"id":"https://openalex.org/keywords/speckle-pattern","display_name":"Speckle pattern","score":0.2643156945705414},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14851993322372437},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09545671939849854}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6879088878631592},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6379271149635315},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6283479332923889},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6041808724403381},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5724163055419922},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5632510185241699},{"id":"https://openalex.org/C180940675","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle noise","level":3,"score":0.44628024101257324},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4448944926261902},{"id":"https://openalex.org/C60472773","wikidata":"https://www.wikidata.org/wiki/Q7331156","display_name":"Rician fading","level":4,"score":0.418653279542923},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40919822454452515},{"id":"https://openalex.org/C102290492","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle pattern","level":2,"score":0.2643156945705414},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14851993322372437},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09545671939849854},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.0},{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccta58027.2022.10206298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccta58027.2022.10206298","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 32nd International Conference on Computer Theory and Applications (ICCTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W98693656","https://openalex.org/W2049909233","https://openalex.org/W2057771708","https://openalex.org/W2109991658","https://openalex.org/W2117294245","https://openalex.org/W2194775991","https://openalex.org/W2302255633","https://openalex.org/W2342591535","https://openalex.org/W2521464619","https://openalex.org/W2951901024","https://openalex.org/W2963052998","https://openalex.org/W2980956888","https://openalex.org/W3027069075","https://openalex.org/W3042445013","https://openalex.org/W3043003617","https://openalex.org/W3043135758","https://openalex.org/W3121780762","https://openalex.org/W3128862819","https://openalex.org/W3181390505","https://openalex.org/W3192473593","https://openalex.org/W4307083795","https://openalex.org/W4307872808","https://openalex.org/W4307873928","https://openalex.org/W6687483927","https://openalex.org/W6698183232","https://openalex.org/W6704415777","https://openalex.org/W6726758648","https://openalex.org/W6780773441"],"related_works":["https://openalex.org/W2146680430","https://openalex.org/W2100999214","https://openalex.org/W1973317750","https://openalex.org/W4402475678","https://openalex.org/W4399939785","https://openalex.org/W1522196789","https://openalex.org/W4392538158","https://openalex.org/W2039498027","https://openalex.org/W4291214051","https://openalex.org/W4289731454"],"abstract_inverted_index":{"The":[0,51,93,114,168,185],"central":[1],"nervous":[2],"system":[3],"(CNS)":[4],"lesions":[5],"that":[6],"characterize":[7],"the":[8,38,43,59,63,68,85,88,98,148,165,172,175,178,198],"chronic":[9],"inflammatory":[10],"disease":[11],"known":[12],"as":[13,24,26,109,127],"multiple":[14],"sclerosis":[15],"(MS)":[16],"can":[17],"cause":[18],"significant":[19],"physical":[20],"or":[21],"cognitive":[22],"impairments":[23],"well":[25],"neurological":[27],"problems.":[28],"Segmentation":[29],"of":[30,37,45,49,53,55,70,87,106,177,191,200,211],"Magnetic":[31],"Resonance":[32],"Imaging":[33],"(MRI)":[34],"is":[35,101,174],"one":[36],"most":[39,179],"important":[40],"challenges":[41],"in":[42,171,194,197],"process":[44,52,69,199],"detection":[46],"and":[47,72,111,123,136,144,159,205],"segmentation":[48,54,86,176,201],"MS.":[50,92],"MRI":[56,89],"means":[57],"dividing":[58],"medical":[60],"images":[61,181],"into":[62],"disjoint":[64],"part":[65],"for":[66,76,84,120,146,163],"making":[67],"analyzing":[71],"diagnosis":[73],"too":[74],"easy":[75],"clinicians.":[77],"This":[78],"paper":[79],"presents":[80],"a":[81],"novel":[82],"framework":[83,94,115,173,186],"to":[90],"detect":[91],"contains":[95],"two":[96],"stages;":[97],"first":[99],"stage":[100],"about":[102],"removing":[103,121,147,164,203,208],"different":[104,117,209],"types":[105,210],"noise":[107,125,204],"such":[108,126],"rician":[110,122,149],"speckle":[112,124,166],"noise;":[113],"uses":[116,128],"modified":[118],"methods":[119],"Vibrational":[129],"Mode":[130],"Decomposition":[131],"(VMD)":[132],"along":[133],"with":[134],"Block-matching":[135],"3D":[137],"filtering":[138],"(Bm3D)and":[139],"(Conv-AE-Net,":[140],"D-U-Net,":[141],"Br-U-Net,":[142],"DGan-Net,":[143],"DeRNet)":[145],"noise.":[150,167],"(DeRNet),":[151],"(Dilated":[152],"Convolution":[153],"Auto":[154],"encoder":[155],"Denoising":[156,160],"Network":[157,161],"(Di-Conv-AE-Net),":[158],"(DGAN-Net)":[162],"second":[169],"step":[170],"free-noise":[180],"using":[182],"Residual":[183],"U-net.":[184],"has":[187],"achieved":[188],"an":[189],"accuracy":[190],"nearby":[192],"96.66":[193],"dice":[195],"score":[196],"before":[202],"96.89":[206],"after":[207],"noises.":[212]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}