{"id":"https://openalex.org/W7130596372","doi":"https://doi.org/10.1007/978-981-95-6888-8_7","title":"A Novel Vision-Based Transformer for\u00a0Seizure Detection with\u00a0Multi-biosignals","display_name":"A Novel Vision-Based Transformer for\u00a0Seizure Detection with\u00a0Multi-biosignals","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7130596372","doi":"https://doi.org/10.1007/978-981-95-6888-8_7"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-6888-8_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6888-8_7","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5126406389","display_name":"Sheng Wong","orcid":null},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Sheng Wong","raw_affiliation_strings":["Applied Artificial Intelligence Institute, Deakin University, Burwood, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7444-1405","affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute, Deakin University, Burwood, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012088137","display_name":"Scott Barnett","orcid":"https://orcid.org/0000-0002-3187-4937"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Scott Barnett","raw_affiliation_strings":["Applied Artificial Intelligence Institute, Deakin University, Burwood, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3187-4937","affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute, Deakin University, Burwood, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028001238","display_name":"Shobi Sivathamboo","orcid":"https://orcid.org/0000-0003-4638-9579"},"institutions":[{"id":"https://openalex.org/I1320473756","display_name":"The Royal Melbourne Hospital","ror":"https://ror.org/005bvs909","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1320473756","https://openalex.org/I4210158168"]},{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210163178","display_name":"Alfred Health","ror":"https://ror.org/04scfb908","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210163178"]},{"id":"https://openalex.org/I4210163497","display_name":"Austin Health","ror":"https://ror.org/05dbj6g52","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210163497"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shobi Sivathamboo","raw_affiliation_strings":["Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia","Department of Neurology, Alfred Health, Melbourne, VIC, Australia","Department of Neurology, The Royal Melbourne Hospital, Parkville, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","Epilepsy Research Centre, Department of Medicine (Austin Health), The University of Melbourne, Heidelberg, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4638-9579","affiliations":[{"raw_affiliation_string":"Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I1320473756","https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Neurology, Alfred Health, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210163178"]},{"raw_affiliation_string":"Department of Neurology, The Royal Melbourne Hospital, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I1320473756"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Epilepsy Research Centre, Department of Medicine (Austin Health), The University of Melbourne, Heidelberg, VIC, Australia","institution_ids":["https://openalex.org/I4210163497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124350019","display_name":"Piero Perucca","orcid":null},"institutions":[{"id":"https://openalex.org/I1320473756","display_name":"The Royal Melbourne Hospital","ror":"https://ror.org/005bvs909","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1320473756","https://openalex.org/I4210158168"]},{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210163497","display_name":"Austin Health","ror":"https://ror.org/05dbj6g52","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210163497"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Piero Perucca","raw_affiliation_strings":["Bladin-Berkovic Comprehensive Epilepsy Program, Austin Health, Heidelberg, VIC, Australia","Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia","Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia","Department of Neurology, The Royal Melbourne Hospital, Parkville, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","Epilepsy Research Centre, Department of Medicine (Austin Health), The University of Melbourne, Heidelberg, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7855-7066","affiliations":[{"raw_affiliation_string":"Bladin-Berkovic Comprehensive Epilepsy Program, Austin Health, Heidelberg, VIC, Australia","institution_ids":["https://openalex.org/I4210163497"]},{"raw_affiliation_string":"Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I1320473756","https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Neurology, The Royal Melbourne Hospital, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I1320473756"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Epilepsy Research Centre, Department of Medicine (Austin Health), The University of Melbourne, Heidelberg, VIC, Australia","institution_ids":["https://openalex.org/I4210163497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126399215","display_name":"Zongyuan Ge","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zongyuan Ge","raw_affiliation_strings":["Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5880-8673","affiliations":[{"raw_affiliation_string":"Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126389106","display_name":"Patrick Kwan","orcid":null},"institutions":[{"id":"https://openalex.org/I1320473756","display_name":"The Royal Melbourne Hospital","ror":"https://ror.org/005bvs909","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1320473756","https://openalex.org/I4210158168"]},{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210163178","display_name":"Alfred Health","ror":"https://ror.org/04scfb908","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210163178"]},{"id":"https://openalex.org/I4210163497","display_name":"Austin Health","ror":"https://ror.org/05dbj6g52","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210163497"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Patrick Kwan","raw_affiliation_strings":["Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia","Department of Neurology, Alfred Health, Melbourne, VIC, Australia","Department of Neurology, The Royal Melbourne Hospital, Parkville, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","Epilepsy Research Centre, Department of Medicine (Austin Health), The University of Melbourne, Heidelberg, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7310-276X","affiliations":[{"raw_affiliation_string":"Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I1320473756","https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Neurology, Alfred Health, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210163178"]},{"raw_affiliation_string":"Department of Neurology, The Royal Melbourne Hospital, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I1320473756"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Epilepsy Research Centre, Department of Medicine (Austin Health), The University of Melbourne, Heidelberg, VIC, Australia","institution_ids":["https://openalex.org/I4210163497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069146692","display_name":"Levin Kuhlmann","orcid":"https://orcid.org/0000-0002-5108-6348"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Levin Kuhlmann","raw_affiliation_strings":["Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia","Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5108-6348","affiliations":[{"raw_affiliation_string":"Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126377338","display_name":"Terence J. O\u2019Brien","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Terence J. O\u2019Brien","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7198-8621","affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5126406389"],"corresponding_institution_ids":["https://openalex.org/I149704539","https://openalex.org/I56590836"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48393285,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"95","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10094","display_name":"Epilepsy research and treatment","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6496000289916992},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6150000095367432},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5613999962806702},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.519599974155426},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.47679999470710754},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.41100001335144043},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.33230000734329224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064999938011169},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6496000289916992},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6150000095367432},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5613999962806702},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5313000082969666},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.519599974155426},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.47679999470710754},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.41100001335144043},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.33230000734329224},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.3294999897480011},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3237999975681305},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3034000098705292},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C102392041","wikidata":"https://www.wikidata.org/wiki/Q592860","display_name":"Sliding window protocol","level":3,"score":0.29109999537467957},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2615000009536743},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.2614000141620636},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.2612999975681305}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-6888-8_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6888-8_7","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1514114524","https://openalex.org/W1974809694","https://openalex.org/W1975348642","https://openalex.org/W1978437325","https://openalex.org/W2062509134","https://openalex.org/W2086813546","https://openalex.org/W2160278873","https://openalex.org/W2498582720","https://openalex.org/W2904559787","https://openalex.org/W2911761011","https://openalex.org/W2915149867","https://openalex.org/W2969891182","https://openalex.org/W3003849273","https://openalex.org/W3030870789","https://openalex.org/W3042163448","https://openalex.org/W3151130473","https://openalex.org/W3153513446","https://openalex.org/W4206940105","https://openalex.org/W4306317471","https://openalex.org/W4309048042","https://openalex.org/W4311686796","https://openalex.org/W4317874794","https://openalex.org/W4319295260","https://openalex.org/W4366548657","https://openalex.org/W4387211044","https://openalex.org/W4389977645","https://openalex.org/W4391619206","https://openalex.org/W4391648405","https://openalex.org/W4398158952"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2026-02-20T00:00:00"}
