{"id":"https://openalex.org/W4406158083","doi":"https://doi.org/10.1109/jiot.2024.3510712","title":"Fall-Mamba: A Multimodal Fusion and Masked Mamba-Based Approach for Fall Detection","display_name":"Fall-Mamba: A Multimodal Fusion and Masked Mamba-Based Approach for Fall Detection","publication_year":2025,"publication_date":"2025-01-08","ids":{"openalex":"https://openalex.org/W4406158083","doi":"https://doi.org/10.1109/jiot.2024.3510712"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3510712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3510712","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5107885495","display_name":"Xuebin Zhang","orcid":"https://orcid.org/0009-0005-1437-3400"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuebin Zhang","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0005-1437-3400","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100810586","display_name":"Qicheng Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qicheng Xu","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Fuyuan Feng","orcid":"https://orcid.org/0009-0003-5601-7418"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuyuan Feng","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0003-5601-7418","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090128836","display_name":"Xiaochen Lu","orcid":"https://orcid.org/0000-0003-1745-4992"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaochen Lu","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-1745-4992","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045048913","display_name":"Longting Xu","orcid":"https://orcid.org/0000-0002-2329-895X"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longting Xu","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-2329-895X","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":6.176,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.96144709,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"12","issue":"8","first_page":"10493","last_page":"10505"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9962999820709229,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9962999820709229,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9868999719619751,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9692000150680542,"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/computer-science","display_name":"Computer science","score":0.7939925193786621},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6886025667190552},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6608271598815918},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5112960338592529},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4229414463043213},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41625338792800903},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3326253592967987},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.32424086332321167},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.24866065382957458}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7939925193786621},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6886025667190552},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6608271598815918},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5112960338592529},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4229414463043213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41625338792800903},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3326253592967987},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.32424086332321167},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.24866065382957458},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3510712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3510712","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7074024286","display_name":null,"funder_award_id":"62001100","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W43382659","https://openalex.org/W645314983","https://openalex.org/W964460774","https://openalex.org/W1627289996","https://openalex.org/W1901129140","https://openalex.org/W2086023031","https://openalex.org/W2096300942","https://openalex.org/W2559085405","https://openalex.org/W2766585573","https://openalex.org/W2768149277","https://openalex.org/W2772973030","https://openalex.org/W2783349475","https://openalex.org/W2922500249","https://openalex.org/W2941398656","https://openalex.org/W2963037989","https://openalex.org/W2963163009","https://openalex.org/W2964839244","https://openalex.org/W3033610243","https://openalex.org/W3035414587","https://openalex.org/W3066766382","https://openalex.org/W3095936335","https://openalex.org/W3138516171","https://openalex.org/W3167020365","https://openalex.org/W3178464716","https://openalex.org/W3201152140","https://openalex.org/W3213023270","https://openalex.org/W4210460978","https://openalex.org/W4214520160","https://openalex.org/W4281383413","https://openalex.org/W4285042466","https://openalex.org/W4285137743","https://openalex.org/W4285284185","https://openalex.org/W4293370956","https://openalex.org/W4293386309","https://openalex.org/W4311717532","https://openalex.org/W4312313324","https://openalex.org/W4312749389","https://openalex.org/W4367680684","https://openalex.org/W4378194719","https://openalex.org/W4385245566","https://openalex.org/W4386076325","https://openalex.org/W4388579624","https://openalex.org/W4390872366","https://openalex.org/W4394859577","https://openalex.org/W4396667944","https://openalex.org/W4403842425","https://openalex.org/W6696879442","https://openalex.org/W6730734845","https://openalex.org/W6788135285","https://openalex.org/W6798350552","https://openalex.org/W6803444062","https://openalex.org/W6810265253","https://openalex.org/W6838789689","https://openalex.org/W6859298233","https://openalex.org/W6860915106","https://openalex.org/W6861342692","https://openalex.org/W6861387779","https://openalex.org/W6863493712","https://openalex.org/W6866741285"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W4238100021"],"abstract_inverted_index":{"Falls":[0],"are":[1],"a":[2,49,80,104],"leading":[3],"cause":[4],"of":[5,27,35,41,97,140,145,159],"injury":[6],"and":[7,20,30,38,57,86,94,109,120,134,147],"death":[8],"among":[9],"the":[10,33,39,91,101,137,157,160],"elderly,":[11],"making":[12],"fall":[13,45,98],"detection":[14,46,95],"critically":[15],"important.":[16],"Traditional":[17],"wearable":[18],"sensors":[19],"environmental":[21],"devices":[22],"have":[23],"limitations":[24],"in":[25,162],"terms":[26],"comfort,":[28],"convenience,":[29],"accuracy.":[31],"With":[32],"advancement":[34],"artificial":[36],"intelligence":[37],"Internet":[40],"Things":[42],"(IoT),":[43],"camera-based":[44],"has":[47,168],"become":[48],"research":[50],"focus,":[51],"but":[52],"challenges":[53],"such":[54],"as":[55],"occlusion":[56],"poor":[58],"lighting":[59],"conditions":[60],"remain.":[61],"To":[62],"address":[63],"these":[64],"issues,":[65],"this":[66],"study":[67],"introduces":[68],"an":[69,143],"innovative":[70],"model":[71,102],"named":[72],"Fall-Mamba.":[73],"Compared":[74],"to":[75,83,116],"previous":[76],"approaches,":[77],"Fall-Mamba":[78],"utilizes":[79],"Cross-Attention":[81],"mechanism":[82,108],"fuse":[84],"video":[85],"audio":[87],"data,":[88],"significantly":[89],"enhancing":[90],"comprehensive":[92],"understanding":[93],"performance":[96,139],"events.":[99],"Additionally,":[100],"incorporates":[103],"Multi-Head":[105],"Temporal":[106],"Attention":[107],"Frame":[110],"Masking":[111],"strategy,":[112],"improving":[113],"its":[114,122],"ability":[115],"capture":[117],"key":[118],"frames":[119],"increasing":[121],"robustness.":[123,150],"Extensive":[124],"experiments":[125],"conducted":[126],"on":[127],"multi-view,":[128],"multi-scene":[129],"datasets,":[130],"including":[131],"Le2i,":[132],"URFD,":[133],"Multicam,":[135],"demonstrate":[136],"superior":[138],"Fall-Mamba,":[141],"achieving":[142],"accuracy":[144],"99.63%":[146],"exhibiting":[148],"high":[149],"This":[151],"technology":[152],"provides":[153],"strong":[154],"protection":[155],"for":[156],"safety":[158],"elderly":[161],"IoT-enabled":[163],"smart":[164],"homes.":[165],"The":[166],"code":[167],"been":[169],"published":[170],"at":[171],"https://github.com/DHUspeech/fall-mamba.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}