{"id":"https://openalex.org/W4414463369","doi":"https://doi.org/10.1109/accthpa65749.2025.11168702","title":"A Space Aware Temporal Convolutional Neural Networks Approach for Enhanced Diagnosis of Multiple Sclerosis Brain Atrophy using MR images","display_name":"A Space Aware Temporal Convolutional Neural Networks Approach for Enhanced Diagnosis of Multiple Sclerosis Brain Atrophy using MR images","publication_year":2025,"publication_date":"2025-07-18","ids":{"openalex":"https://openalex.org/W4414463369","doi":"https://doi.org/10.1109/accthpa65749.2025.11168702"},"language":"en","primary_location":{"id":"doi:10.1109/accthpa65749.2025.11168702","doi":"https://doi.org/10.1109/accthpa65749.2025.11168702","is_oa":false,"landing_page_url":"https://doi.org/10.1109/accthpa65749.2025.11168702","pdf_url":null,"source":{"id":"https://openalex.org/S7407087425","display_name":"Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA)","raw_type":"proceedings-article"},"volume":null,"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/A5080492609","display_name":"Deepa K Daniel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405253803","display_name":"TKM College of Engineering","ror":"https://ror.org/013vqm712","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405253803"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deepa K Daniel","raw_affiliation_strings":["TKM College of Engineering,Department of CSE,Kollam,Kerala,India,691005"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TKM College of Engineering,Department of CSE,Kollam,Kerala,India,691005","institution_ids":["https://openalex.org/I4405253803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084194763","display_name":"K. S. Angel Viji","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3129367976","display_name":"APJ Abdul Kalam Technological University","ror":"https://ror.org/04yn30r61","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129367976"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K S Angel Viji","raw_affiliation_strings":["APJ Abdul Kalam Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"APJ Abdul Kalam Technological University","institution_ids":["https://openalex.org/I3129367976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046233948","display_name":"Manu J. Pillai","orcid":"https://orcid.org/0000-0003-2938-0281","observed_orcids":["https://orcid.org/0000-0003-2938-0281"]},"institutions":[{"id":"https://openalex.org/I4405253803","display_name":"TKM College of Engineering","ror":"https://ror.org/013vqm712","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405253803"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manu J Pillai","raw_affiliation_strings":["TKM College of Engineering,Department of CSE,Kollam,Kerala,India,691005"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TKM College of Engineering,Department of CSE,Kollam,Kerala,India,691005","institution_ids":["https://openalex.org/I4405253803"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32038123,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.8881999850273132,"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":0.8881999850273132,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.014800000004470348,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.013199999928474426,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"multiple sclerosis","score":1.0},{"id":"https://openalex.org/keywords/brain-atrophy","display_name":"brain atrophy","score":0.9950000047683716},{"id":"https://openalex.org/keywords/gray-matter-atrophy","display_name":"gray matter atrophy","score":0.8109999895095825},{"id":"https://openalex.org/keywords/white-matter-atrophy","display_name":"white matter atrophy","score":0.996999979019165},{"id":"https://openalex.org/keywords/temporal-convolutional-network","display_name":"temporal convolutional network","score":0.7839999794960022},{"id":"https://openalex.org/keywords/spatial-attention","display_name":"spatial attention","score":0.843999981880188},{"id":"https://openalex.org/keywords/t1-weighted-mri","display_name":"T1-weighted imaging","score":0.8709999918937683},{"id":"https://openalex.org/keywords/disease-severity-classification","display_name":"disease severity classification","score":0.44200000166893005},{"id":"https://openalex.org/keywords/neurodegeneration","display_name":"neurodegeneration","score":0.7269999980926514},{"id":"https://openalex.org/keywords/clinical-metadata","display_name":"clinical metadata","score":0.4480000138282776}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7562000155448914},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7073000073432922},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.6848999857902527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6377999782562256},{"id":"https://openalex.org/C2781172350","wikidata":"https://www.wikidata.org/wiki/Q194520","display_name":"Atrophy","level":2,"score":0.5374000072479248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5246000289916992},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5141000151634216},{"id":"https://openalex.org/C2781192897","wikidata":"https://www.wikidata.org/wiki/Q822050","display_name":"White matter","level":3,"score":0.4609000086784363},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.39879998564720154},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.36809998750686646},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3529999852180481},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3416000008583069},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.33739998936653137},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3142000138759613},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2687999904155731},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2574000060558319}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/accthpa65749.2025.11168702","doi":"https://doi.org/10.1109/accthpa65749.2025.11168702","is_oa":false,"landing_page_url":"https://doi.org/10.1109/accthpa65749.2025.11168702","pdf_url":null,"source":{"id":"https://openalex.org/S7407087425","display_name":"Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,90],"autoimmune":[1],"condition":[2],"known":[3],"as":[4,55],"multiple":[5,88,139],"sclerosis":[6,140],"(MS)":[7],"leads":[8],"to":[9,82,104],"inflammation":[10],"and":[11,42,59,101,108,124,147,162],"demyelination,":[12],"resulting":[13],"in":[14,35,110,169],"a":[15,68,111,127,136],"gradual":[16],"deterioration":[17],"of":[18,26,29,38,62,92,131,166],"the":[19,27,36,60,63,93],"central":[20],"nervous":[21],"system.":[22],"A":[23],"significant":[24],"sign":[25],"advancement":[28],"MS":[30,170],"is":[31],"brain":[32,84,141],"atrophy,":[33],"especially":[34],"regions":[37],"gray":[39],"matter":[40,44],"(GM)":[41],"white":[43],"(WM).":[45],"Utilizing":[46],"Tl-weighted":[47],"MRI":[48,142],"slices":[49],"along":[50],"with":[51,87,144],"patient-specific":[52],"information":[53],"such":[54],"age,":[56],"EDSS":[57],"score,":[58],"onset":[61],"disease,":[64],"this":[65],"research":[66],"introduces":[67],"new":[69],"deep":[70],"learning":[71],"framework":[72],"called":[73],"MSTCNN":[74],"(Multi-Anchor":[75],"Space-Aware":[76],"Temporal":[77],"Convolutional":[78],"Neural":[79],"Network),":[80],"designed":[81],"classify":[83],"atrophy":[85],"associated":[86],"sclerosis.":[89],"architecture":[91],"model":[94,115],"combines":[95],"temporal":[96],"convolution,":[97],"spatial":[98],"attention":[99],"mechanisms,":[100],"metadata":[102],"fusion":[103],"enhance":[105],"prediction":[106],"accuracy":[107,130],"interpretability":[109],"clinical":[112,148],"setting.":[113],"Our":[114],"outperformed":[116],"well-known":[117],"CNN":[118],"designs":[119],"like":[120],"ResNet18,":[121],"VGG16,":[122],"MobileNetV3":[123],"InceptionNet,":[125],"achieving":[126],"maximum":[128],"classification":[129],"91.8%":[132],"when":[133],"evaluated":[134],"on":[135],"publicly":[137],"available":[138],"dataset":[143],"expert-labeled":[145],"images":[146],"metadata.":[149],"These":[150],"results":[151],"demonstrate":[152],"how":[153],"promising":[154],"hybrid":[155],"attention-based":[156],"frameworks":[157],"are":[158],"for":[159],"offering":[160],"reliable":[161],"clinically":[163],"meaningful":[164],"assessments":[165],"neurodegenerative":[167],"changes":[168],"patients.":[171]},"counts_by_year":[],"updated_date":"2026-10-05T09:50:58.205359","created_date":"2025-10-10T00:00:00"}