{"id":"https://openalex.org/W4312106366","doi":"https://doi.org/10.1007/s00521-022-08111-6","title":"MLMRS-Net: Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially\u00a0pooled 1D signal reconstruction network","display_name":"MLMRS-Net: Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially\u00a0pooled 1D signal reconstruction network","publication_year":2022,"publication_date":"2022-12-21","ids":{"openalex":"https://openalex.org/W4312106366","doi":"https://doi.org/10.1007/s00521-022-08111-6"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-022-08111-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-022-08111-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-08111-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-08111-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028434107","display_name":"Sakib Mahmud","orcid":"https://orcid.org/0000-0002-4599-2192"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Sakib Mahmud","raw_affiliation_strings":["Department of Electrical Engineering, Qatar University, 2713, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Qatar University, 2713, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049423984","display_name":"Md Shafayet Hossain","orcid":"https://orcid.org/0000-0001-5365-2182"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Md Shafayet Hossain","raw_affiliation_strings":["Department of Electrical, Electronics and Systems Engineering, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Electronics and Systems Engineering, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064486960","display_name":"Muhammad E. H. Chowdhury","orcid":"https://orcid.org/0000-0003-0744-8206"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Muhammad E. H. Chowdhury","raw_affiliation_strings":["Department of Electrical Engineering, Qatar University, 2713, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Qatar University, 2713, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074798146","display_name":"Mamun Bin Ibne Reaz","orcid":null},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mamun Bin Ibne Reaz","raw_affiliation_strings":["Department of Electrical, Electronics and Systems Engineering, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Electronics and Systems Engineering, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia","institution_ids":["https://openalex.org/I885383172"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028434107"],"corresponding_institution_ids":["https://openalex.org/I60342839"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":4.2387,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.95301224,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"35","issue":"11","first_page":"8371","last_page":"8388"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9965000152587891,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7988991141319275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7430709600448608},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.7283676862716675},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6865946054458618},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5796681046485901},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5516760945320129},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5306198596954346},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5144084095954895},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.48437365889549255},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.45802316069602966},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4455629885196686},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4352302551269531},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43140873312950134},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42904362082481384},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.42036813497543335},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09248816967010498}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7988991141319275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7430709600448608},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.7283676862716675},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6865946054458618},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5796681046485901},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5516760945320129},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5306198596954346},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5144084095954895},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.48437365889549255},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.45802316069602966},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4455629885196686},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4352302551269531},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43140873312950134},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42904362082481384},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.42036813497543335},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09248816967010498},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00521-022-08111-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-022-08111-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-08111-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/29435972","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/41961","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/41961","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s00521-022-08111-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-022-08111-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-022-08111-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1772968352","display_name":null,"funder_award_id":"GUP-2021-019","funder_id":"https://openalex.org/F4320322699","funder_display_name":"Universiti Kebangsaan Malaysia"},{"id":"https://openalex.org/G2231184547","display_name":null,"funder_award_id":"DIP-2020-004","funder_id":"https://openalex.org/F4320322699","funder_display_name":"Universiti Kebangsaan Malaysia"},{"id":"https://openalex.org/G2894603144","display_name":null,"funder_award_id":"NPRP12S-","funder_id":"https://openalex.org/F4320332753","funder_display_name":"Qatar National Research Fund"},{"id":"https://openalex.org/G40519439","display_name":null,"funder_award_id":"IRCC-2021-001","funder_id":"https://openalex.org/F4320332753","funder_display_name":"Qatar National Research Fund"},{"id":"https://openalex.org/G6152642739","display_name":null,"funder_award_id":"IRCC-2021-001","funder_id":"https://openalex.org/F4320322699","funder_display_name":"Universiti Kebangsaan Malaysia"},{"id":"https://openalex.org/G8533841841","display_name":null,"funder_award_id":"DIP-2020-004","funder_id":"https://openalex.org/F4320332753","funder_display_name":"Qatar National Research Fund"},{"id":"https://openalex.org/G8615180540","display_name":null,"funder_award_id":"GUP-2021-019","funder_id":"https://openalex.org/F4320332753","funder_display_name":"Qatar National Research Fund"}],"funders":[{"id":"https://openalex.org/F4320321038","display_name":"Fonds National de la Recherche Luxembourg","ror":"https://ror.org/039z13y21"},{"id":"https://openalex.org/F4320322472","display_name":"Qatar University","ror":"https://ror.org/00yhnba62"},{"id":"https://openalex.org/F4320322699","display_name":"Universiti Kebangsaan Malaysia","ror":"https://ror.org/00bw8d226"},{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"},{"id":"https://openalex.org/F4320334468","display_name":"Qatar National Library","ror":"https://ror.org/02jv93662"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312106366.pdf","grobid_xml":"https://content.openalex.org/works/W4312106366.grobid-xml"},"referenced_works_count":87,"referenced_works":["https://openalex.org/W1546509353","https://openalex.org/W1840106123","https://openalex.org/W1854977241","https://openalex.org/W1901129140","https://openalex.org/W1965789387","https://openalex.org/W1971981854","https://openalex.org/W1976927254","https://openalex.org/W2000982976","https://openalex.org/W2007221293","https://openalex.org/W2017168078","https://openalex.org/W2023521272","https://openalex.org/W2025727209","https://openalex.org/W2040084725","https://openalex.org/W2043365522","https://openalex.org/W2060449862","https://openalex.org/W2089468765","https://openalex.org/W2101394537","https://openalex.org/W2101640127","https://openalex.org/W2105957367","https://openalex.org/W2120390927","https://openalex.org/W2128728535","https://openalex.org/W2130042109","https://openalex.org/W2138084290","https://openalex.org/W2145444715","https://openalex.org/W2146182319","https://openalex.org/W2157716872","https://openalex.org/W2162800060","https://openalex.org/W2469918538","https://openalex.org/W2480861568","https://openalex.org/W2510587931","https://openalex.org/W2517954747","https://openalex.org/W2545463471","https://openalex.org/W2549139847","https://openalex.org/W2560023338","https://openalex.org/W2565639579","https://openalex.org/W2604785265","https://openalex.org/W2734959989","https://openalex.org/W2735039185","https://openalex.org/W2756468376","https://openalex.org/W2767333869","https://openalex.org/W2791159829","https://openalex.org/W2798122215","https://openalex.org/W2808392264","https://openalex.org/W2884436604","https://openalex.org/W2889457620","https://openalex.org/W2890564211","https://openalex.org/W2900595477","https://openalex.org/W2900650976","https://openalex.org/W2900900791","https://openalex.org/W2903462437","https://openalex.org/W2911312349","https://openalex.org/W2912108320","https://openalex.org/W2913709404","https://openalex.org/W2928133111","https://openalex.org/W2942101380","https://openalex.org/W2964033697","https://openalex.org/W2964267916","https://openalex.org/W2964693966","https://openalex.org/W2965277555","https://openalex.org/W2967547559","https://openalex.org/W2971641952","https://openalex.org/W2972561355","https://openalex.org/W3006169930","https://openalex.org/W3010554449","https://openalex.org/W3015788359","https://openalex.org/W3018794429","https://openalex.org/W3083218890","https://openalex.org/W3089914759","https://openalex.org/W3105636206","https://openalex.org/W3116748602","https://openalex.org/W3154664959","https://openalex.org/W3158376253","https://openalex.org/W3161079408","https://openalex.org/W3163672068","https://openalex.org/W3164282899","https://openalex.org/W3164328099","https://openalex.org/W3174506283","https://openalex.org/W3213530928","https://openalex.org/W3217051877","https://openalex.org/W4206163926","https://openalex.org/W4206337616","https://openalex.org/W4211230886","https://openalex.org/W4220660798","https://openalex.org/W4225399833","https://openalex.org/W4225435650","https://openalex.org/W4225890127","https://openalex.org/W4249992252"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W52840052","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W3162837891","https://openalex.org/W4246352526","https://openalex.org/W1687852313"],"abstract_inverted_index":{"Abstract":[0],"Electroencephalogram":[1],"(EEG)":[2],"signals":[3,41,88,177],"suffer":[4],"substantially":[5],"from":[6,38,65,85,146,178],"motion":[7,36,83,114,144,220],"artifacts":[8,37,64,84,145,221],"when":[9],"recorded":[10],"in":[11,81,142,185,211,219,271],"ambulatory":[12],"settings":[13],"utilizing":[14],"wearable":[15],"sensors.":[16],"Because":[17],"the":[18,57,69,120,152,191,209,212,231,262,267],"diagnosis":[19],"of":[20,59,71,119,170,190,244,255,273],"many":[21],"neurological":[22],"diseases":[23],"is":[24,32,75,110,195],"heavily":[25],"reliant":[26],"on":[27],"clean":[28],"EEG":[29,40,66,87,113,149,165,176,256],"data,":[30],"it":[31],"critical":[33],"to":[34,68],"eliminate":[35],"motion-corrupted":[39,86,171],"using":[42,161,197,261],"reliable":[43],"and":[44,62,140,159,172,216,241,248],"robust":[45],"algorithms.":[46],"Although":[47],"a":[48,93,162],"few":[49],"deep":[50,154,192],"learning-based":[51],"models":[52,156,194],"have":[53],"been":[54,79],"proposed":[55,111,121,226,263],"for":[56,107,112,251],"removal":[58],"ocular,":[60],"muscle,":[61],"cardiac":[63],"data":[67],"best":[70,232],"our":[72],"knowledge,":[73],"there":[74],"no":[76],"attempt":[77],"has":[78,229],"made":[80],"removing":[82,143],":":[89],"In":[90],"this":[91,186],"paper,":[92],"novel":[94],"1D":[95,128],"convolutional":[96],"neural":[97],"network":[98,106],"(CNN)":[99],"called":[100],"multi-layer":[101],"multi-resolution":[102],"spatially":[103],"pooled":[104],"(MLMRS)":[105],"signal":[108],"reconstruction":[109],"artifact":[115],"removal.":[116],"The":[117,188,225,258],"performance":[118,189,200],"model":[122,228,264],"was":[123,183],"compared":[124],"with":[125],"ten":[126],"other":[127],"CNN":[129,155],"models:":[130],"FPN,":[131],"LinkNet,":[132],"UNet,":[133],"UNet+,":[134],"UNetPP,":[135],"UNet3+,":[136],"AttentionUNet,":[137],"MultiResUNet,":[138],"DenseInceptionUNet,":[139],"AttentionUNet++":[141],"motion-contaminated":[147],"single-channel":[148,163],"signal.":[150],"All":[151],"eleven":[153],"are":[157],"trained":[158],"tested":[160],"benchmark":[164],"dataset":[166],"containing":[167],"23":[168,253],"sets":[169,254],"reference":[173],"ground":[174],"truth":[175],"PhysioNet.":[179],"Leave-one-out":[180],"cross-validation":[181],"method":[182],"used":[184],"work.":[187],"learning":[193],"measured":[196],"three":[198],"well-known":[199],"matrices":[201],"viz.":[202],"mean":[203],"absolute":[204],"error":[205],"(MAE)-based":[206],"construction":[207],"error,":[208],"difference":[210],"signal-to-noise":[213],"ratio":[214],"(\u0394SNR),":[215],"percentage":[217],"reduction":[218],"(":[222],"\u03b7":[223,239,275],").":[224],"MLMRS-Net":[227],"shown":[230],"denoising":[233],"performance,":[234],"producing":[235],"an":[236],"average":[237,274],"\u0394SNR,":[238],",":[240],"MAE":[242],"values":[243],"26.64":[245],"dB,":[246],"90.52%,":[247],"0.056,":[249],"respectively,":[250],"all":[252,266],"recordings.":[257],"results":[259],"reported":[260],"outperformed":[265],"existing":[268],"state-of-the-art":[269],"techniques":[270],"terms":[272],"improvement.":[276]},"counts_by_year":[{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
