{"id":"https://openalex.org/W4401482714","doi":"https://doi.org/10.1145/3687125","title":"Learning and Vision-based approach for Human fall detection and classification in naturally occurring scenes using video data","display_name":"Learning and Vision-based approach for Human fall detection and classification in naturally occurring scenes using video data","publication_year":2024,"publication_date":"2024-08-10","ids":{"openalex":"https://openalex.org/W4401482714","doi":"https://doi.org/10.1145/3687125"},"language":"en","primary_location":{"id":"doi:10.1145/3687125","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3687125","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3687125","source":{"id":"https://openalex.org/S4306421405","display_name":"ACM Transactions on Asian and Low-Resource Language Information Processing","issn_l":"2375-4699","issn":["2375-4699","2375-4702"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Asian and Low-Resource Language Information Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3687125","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103784702","display_name":"S. P. Singh","orcid":"https://orcid.org/0009-0007-6974-7830"},"institutions":[{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shashvat Singh","raw_affiliation_strings":["Computer Science, Banaras Hindu University, Varanasi, India"],"affiliations":[{"raw_affiliation_string":"Computer Science, Banaras Hindu University, Varanasi, India","institution_ids":["https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110621733","display_name":"Kumkum Kumari","orcid":null},"institutions":[{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kumkum Kumari","raw_affiliation_strings":["Computer Science, Banaras Hindu University, Varanasi, India"],"affiliations":[{"raw_affiliation_string":"Computer Science, Banaras Hindu University, Varanasi, India","institution_ids":["https://openalex.org/I91357014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048019632","display_name":"Ankita Vaish","orcid":"https://orcid.org/0000-0003-2479-1153"},"institutions":[{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ankita Vaish","raw_affiliation_strings":["Computer Science, Banaras Hindu University Faculty of Science, Varanasi, India"],"affiliations":[{"raw_affiliation_string":"Computer Science, Banaras Hindu University Faculty of Science, Varanasi, India","institution_ids":["https://openalex.org/I91357014"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5103784702"],"corresponding_institution_ids":["https://openalex.org/I91357014"],"apc_list":null,"apc_paid":null,"fwci":0.8249,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72714472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"23","issue":"11","first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9966999888420105,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9936000108718872,"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/computer-science","display_name":"Computer science","score":0.7274937629699707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7207552194595337},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7188166379928589},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.7025521993637085},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6354195475578308},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5949976444244385},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5345581769943237},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5076919794082642},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4118524491786957},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2781216502189636}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7274937629699707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7207552194595337},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7188166379928589},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.7025521993637085},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6354195475578308},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5949976444244385},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5345581769943237},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5076919794082642},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4118524491786957},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2781216502189636},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3687125","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3687125","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3687125","source":{"id":"https://openalex.org/S4306421405","display_name":"ACM Transactions on Asian and Low-Resource Language Information Processing","issn_l":"2375-4699","issn":["2375-4699","2375-4702"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Asian and Low-Resource Language Information Processing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3687125","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3687125","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3687125","source":{"id":"https://openalex.org/S4306421405","display_name":"ACM Transactions on Asian and Low-Resource Language Information Processing","issn_l":"2375-4699","issn":["2375-4699","2375-4702"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Asian and Low-Resource Language Information Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401482714.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W286253413","https://openalex.org/W1992215715","https://openalex.org/W2079118768","https://openalex.org/W2087469646","https://openalex.org/W2096300942","https://openalex.org/W2126868529","https://openalex.org/W2150216628","https://openalex.org/W2582827436","https://openalex.org/W2772973030","https://openalex.org/W2800106282","https://openalex.org/W2807851271","https://openalex.org/W2810743613","https://openalex.org/W2898357003","https://openalex.org/W2979637742","https://openalex.org/W2981397768","https://openalex.org/W3023476429","https://openalex.org/W3023750556","https://openalex.org/W3046052907","https://openalex.org/W3082988691","https://openalex.org/W3083654920","https://openalex.org/W3156714642","https://openalex.org/W4293386309","https://openalex.org/W4385653595","https://openalex.org/W4386981297","https://openalex.org/W4387951158","https://openalex.org/W6783385496"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W4399254932","https://openalex.org/W2949096641"],"abstract_inverted_index":{"The":[0,105,150,172],"advancement":[1],"of":[2,96,108,118,152,164,208],"medicine":[3],"presents":[4],"challenges":[5],"for":[6,23,73,128],"modern":[7],"cultures,":[8],"especially":[9],"with":[10],"unpredictable":[11],"elderly":[12,64],"falling":[13],"incidents":[14],"anywhere":[15],"due":[16],"to":[17,62,195],"serious":[18],"health":[19],"issues.":[20],"Delayed":[21],"rescue":[22],"at-risk":[24],"elders":[25],"can":[26],"be":[27],"dangerous.":[28],"Traditional":[29],"elder":[30],"safety":[31],"methods":[32],"like":[33],"video":[34,134],"surveillance":[35],"or":[36],"wearable":[37],"sensors":[38],"are":[39,141,146],"inefficient":[40],"and":[41,46,57,93,131,143,197],"burdensome,":[42],"wasting":[43],"human":[44,75,112,139,154,182],"resources":[45],"requiring":[47],"caregivers'":[48],"constant":[49],"fall":[50,113,157,183],"detection":[51,114,130,158],"monitoring.":[52],"Thus,":[53],"a":[54,69,84],"more":[55],"effective":[56],"convenient":[58],"solution":[59],"is":[60,71,111,126,159,192],"needed":[61],"ensure":[63],"safety.":[65],"In":[66],"this":[67,109],"article,":[68],"method":[70],"presented":[72],"detecting":[74],"falls":[76],"in":[77,133,181],"naturally":[78],"occurring":[79],"scenes":[80],"using":[81],"videos":[82],"through":[83,115,161],"traditional":[85,173],"Convolutional":[86],"Neural":[87],"Network":[88],"(CNN)":[89],"model,":[90],"Inception-v3,":[91,203],"VGG-19,":[92],"two":[94],"versions":[95],"the":[97,116,123,162],"You":[98],"Only":[99],"Look":[100],"Once":[101],"(YOLO)":[102],"working":[103],"model.":[104],"primary":[106],"focus":[107],"work":[110],"utilization":[117],"deep":[119],"learning":[120],"models.":[121],"Specifically,":[122],"YOLO":[124],"approach":[125],"adopted":[127],"object":[129],"tracking":[132],"scenes.":[135],"By":[136],"implementing":[137],"YOLO,":[138],"subjects":[140],"identified,":[142],"bounding":[144,170],"boxes":[145],"generated":[147],"around":[148,206],"them.":[149],"classification":[151],"various":[153],"activities,":[155],"including":[156],"accomplished":[160],"analysis":[163],"deformation":[165],"features":[166],"extracted":[167],"from":[168],"these":[169],"boxes.":[171],"CNN":[174],"model":[175],"achieves":[176],"an":[177],"impressive":[178],"99.83%":[179],"accuracy":[180],"detection,":[184],"surpassing":[185],"other":[186],"state-of-the-art":[187],"methods.":[188],"However,":[189],"training":[190,211],"time":[191],"longer":[193],"compared":[194],"YOLO-v2":[196],"YOLO-v3,":[198],"but":[199],"significantly":[200],"shorter":[201],"than":[202],"taking":[204],"only":[205],"10%":[207],"its":[209],"total":[210],"time.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}