{"id":"https://openalex.org/W4411724827","doi":"https://doi.org/10.1109/iscas56072.2025.11044129","title":"A Gait Data Compression and Reconstruction Framework for Edge Device using Low-Dimensional Attention Model with Autoencoder","display_name":"A Gait Data Compression and Reconstruction Framework for Edge Device using Low-Dimensional Attention Model with Autoencoder","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4411724827","doi":"https://doi.org/10.1109/iscas56072.2025.11044129"},"language":"en","primary_location":{"id":"doi:10.1109/iscas56072.2025.11044129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044129","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"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/A5102699236","display_name":"Shuailin Tao","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shuailin Tao","raw_affiliation_strings":["Nanyang Technological University,AI-X, Interdisciplinary Graduate Programme,Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,AI-X, Interdisciplinary Graduate Programme,Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042682339","display_name":"Wang Ling Goh","orcid":"https://orcid.org/0000-0001-7466-8941"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wang Ling Goh","raw_affiliation_strings":["Nanyang Technological University (NTU),School of Electrical and Electronic Engineering,Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University (NTU),School of Electrical and Electronic Engineering,Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046163518","display_name":"Tiancheng Cao","orcid":"https://orcid.org/0000-0002-7259-5192"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tiancheng Cao","raw_affiliation_strings":["Nanyang Technological University (NTU),School of Electrical and Electronic Engineering,Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University (NTU),School of Electrical and Electronic Engineering,Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075642035","display_name":"Yuan Gao","orcid":"https://orcid.org/0000-0002-0832-2982"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I4210090209","display_name":"Institute of Microelectronics","ror":"https://ror.org/009rw8n36","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210090209","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yuan Gao","raw_affiliation_strings":["Agency for Science, Technology and Research (A*STAR),Institute of Microelectronics (IME),Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Agency for Science, Technology and Research (A*STAR),Institute of Microelectronics (IME),Republic of Singapore","institution_ids":["https://openalex.org/I115228651","https://openalex.org/I4210090209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9958000183105469,"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"}},"topics":[{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9958000183105469,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.9555453658103943},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6576244831085205},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6127399206161499},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.5830809473991394},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5366684198379517},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.48561397194862366},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4768877327442169},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.44662177562713623},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3259809613227844},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.219312846660614},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17227530479431152},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.16726765036582947},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1317589282989502}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.9555453658103943},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6576244831085205},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6127399206161499},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.5830809473991394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5366684198379517},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48561397194862366},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4768877327442169},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.44662177562713623},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3259809613227844},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.219312846660614},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17227530479431152},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.16726765036582947},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1317589282989502},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscas56072.2025.11044129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044129","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/183245","is_oa":false,"landing_page_url":"https://2025.ieee-iscas.org/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2100495367","https://openalex.org/W2568772110","https://openalex.org/W2798309714","https://openalex.org/W3062590678","https://openalex.org/W3083914698","https://openalex.org/W3086975767","https://openalex.org/W3120604292","https://openalex.org/W3184036077","https://openalex.org/W4312511699","https://openalex.org/W4367360721","https://openalex.org/W4383501641","https://openalex.org/W4387186687","https://openalex.org/W4388505422","https://openalex.org/W4390993499","https://openalex.org/W4392127964","https://openalex.org/W4396666689"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2566616303","https://openalex.org/W2159052453","https://openalex.org/W3131327266","https://openalex.org/W2734887215","https://openalex.org/W2803255133","https://openalex.org/W4297051394","https://openalex.org/W3153124080","https://openalex.org/W2612632602","https://openalex.org/W2321805087"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,12],"gait":[4],"data":[5],"compression":[6,44,58,90],"and":[7,80,100],"reconstruction":[8,64],"framework":[9],"based":[10],"on":[11],"low-dimensional":[13],"attention":[14,24,36],"model":[15,91],"with":[16,62],"autoencoder.":[17],"By":[18],"reducing":[19],"the":[20,23,28,32,35,43,53,109],"size":[21],"of":[22,34,60,66,73,78,85],"filter":[25,37],"to":[26,41,107],"match":[27],"maximum":[29],"matrix":[30],"rank,":[31],"dimensionality":[33],"can":[38,56],"be":[39],"reduced":[40],"enhance":[42],"ratio.":[45],"Extensive":[46],"evaluations":[47],"using":[48,96],"MHEALTH":[49],"dataset":[50],"demonstrated":[51],"that":[52],"proposed":[54,89],"method":[55],"achieve":[57],"ratio":[59],"24":[61],"low":[63],"error":[65],"Percent":[67],"Root":[68],"Mean":[69],"Square":[70],"Difference":[71],"(PRD)":[72],"0.0323,":[74],"Correlation":[75],"Coefficient":[76],"(CC)":[77],"0.9510,":[79],"Signal-to-Noise":[81],"Ratio":[82],"Loss":[83],"(SNRL)":[84],"1.51":[86],"dB.":[87],"The":[88],"is":[92],"implemented":[93],"in":[94],"hardware":[95,110],"microcontroller.":[97],"Fixed-point":[98],"quantization":[99],"optimized":[101],"Softmax":[102],"layer":[103],"representation":[104],"are":[105],"performed":[106],"reduce":[108],"resources":[111],"requirement.":[112]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
