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Fall Detection via Inaudible Acoustic Sensing

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-13105-4_1openalex-snapshot
X-Factor HMMs for Detecting Falls in the Absence of Fall-Specific Training Data
inferredcites →https://doi.org/10.1016/j.future.2017.07.012openalex-snapshot
Gait-based Human identification using acoustic sensor and deep neural network
inferredcites →https://doi.org/10.1016/j.jsr.2017.01.001openalex-snapshot
A review of CDC's Web-based Injury Statistics Query and Reporting System (WISQARS™): Planning for the future of injury surveillance
inferredcites →https://doi.org/10.1016/j.neucom.2015.05.061openalex-snapshot
Improving fall detection by the use of depth sensor and accelerometer
inferredcites →https://doi.org/10.1016/j.pmcj.2012.08.003openalex-snapshot
A smartphone-based fall detection system
inferredcites →https://doi.org/10.1016/j.specom.2019.01.004openalex-snapshot
End-to-end acoustic modeling using convolutional neural networks for HMM-based automatic speech recognition
inferredcites →https://doi.org/10.1038/s42003-021-01824-9openalex-snapshot
Using smart speakers to contactlessly monitor heart rhythms
inferredcites →https://doi.org/10.1049/iet-rsn:20070086openalex-snapshot
Feature-based human motion parameter estimation with radar
inferredcites →https://doi.org/10.1098/rspa.2015.0624openalex-snapshot
Are some people suffering as a result of increasing mass exposure of the public to ultrasound in air?
inferredcites →https://doi.org/10.1109/3477.764879openalex-snapshot
Genetic K-means algorithm
inferredcites →https://doi.org/10.1109/89.917686openalex-snapshot
A modified Baum-Welch algorithm for hidden Markov models with multiple observation spaces
inferredcites →https://doi.org/10.1109/chinasip.2014.6889337openalex-snapshot
Radar-based fall detection exploiting time-frequency features
inferredcites →https://doi.org/10.1109/fskd.2012.6234271openalex-snapshot
E-FallD: A fall detection system using android-based smartphone
inferredcites →https://doi.org/10.1109/fskd.2014.6980871openalex-snapshot
Daily sound recognition for elderly people using ensemble methods
inferredcites →https://doi.org/10.1109/icassp.2012.6288864openalex-snapshot
Applying Convolutional Neural Networks concepts to hybrid NN-HMM model for speech recognition
inferredcites →https://doi.org/10.1109/ichi.2017.66openalex-snapshot
Medical Workflow Modeling Using Alignment-Guided State-Splitting HMM
inferredcites →https://doi.org/10.1109/iembs.2009.5334521openalex-snapshot
Acoustic fall detection using one-class classifiers
inferredcites →https://doi.org/10.1109/infocom41043.2020.9155402openalex-snapshot
Push the Limit of Acoustic Gesture Recognition
inferredcites →https://doi.org/10.1109/isac.2010.5670478openalex-snapshot
Indoor RFID gait monitoring system for fall detection
inferredcites →https://doi.org/10.1109/jbhi.2014.2312180openalex-snapshot
Fall Detection in Homes of Older Adults Using the Microsoft Kinect
inferredcites →https://doi.org/10.1109/jbhi.2014.2319372openalex-snapshot
Fall Detection Based on Body Part Tracking Using a Depth Camera
inferredcites →https://doi.org/10.1109/jiot.2016.2624800openalex-snapshot
Device-Free RF Human Body Fall Detection and Localization in Industrial Workplaces
inferredcites →https://doi.org/10.1109/jsen.2013.2245231openalex-snapshot
HMM-Based Human Fall Detection and Prediction Method Using Tri-Axial Accelerometer
inferredcites →https://doi.org/10.1109/jsen.2015.2423562openalex-snapshot
A High Reliability Wearable Device for Elderly Fall Detection
inferredcites →https://doi.org/10.1109/msp.2015.2502784openalex-snapshot
Radar Signal Processing for Elderly Fall Detection: The future for in-home monitoring
inferredcites →https://doi.org/10.1109/pimrc.2013.6666749openalex-snapshot
Fall detection using RF sensor networks
inferredcites →https://doi.org/10.1109/snpd.2013.59openalex-snapshot
Heartbeat Recognition from ECG Signals Using Hidden Markov Model with Adaptive Features
inferredcites →https://doi.org/10.1109/spw50608.2020.00031openalex-snapshot
On the Feasibility of Acoustic Attacks Using Commodity Smart Devices
inferredcites →https://doi.org/10.1109/tbme.2012.2186449openalex-snapshot
A Microphone Array System for Automatic Fall Detection
inferredcites →https://doi.org/10.1109/tbme.2015.2410142openalex-snapshot
Acoustic Gaits: Gait Analysis With Footstep Sounds
inferredcites →https://doi.org/10.1109/tmc.2016.2557792openalex-snapshot
WiFall: Device-Free Fall Detection by Wireless Networks
inferredcites →https://doi.org/10.1109/tmc.2016.2557795openalex-snapshot
RT-Fall: A Real-Time and Contactless Fall Detection System with Commodity WiFi Devices
inferredcites →https://doi.org/10.1109/tmc.2020.3032278openalex-snapshot
Push the Limit of Acoustic Gesture Recognition
inferredcites →https://doi.org/10.1117/12.2050998openalex-snapshot
Fall detection and classifications based on time-scale radar signal characteristics
inferredcites →https://doi.org/10.1121/1.5063818openalex-snapshot
Effects of very high-frequency sound and ultrasound on humans. Part II: A double-blind randomized provocation study of inaudible 20-kHz ultrasound
inferredcites →https://doi.org/10.1126/scitranslmed.aau8914openalex-snapshot
Opioid overdose detection using smartphones
inferredcites →https://doi.org/10.1145/2207676.2208331openalex-snapshot
SoundWave
inferredcites →https://doi.org/10.1145/2742647.2742662openalex-snapshot
Turning a Mobile Device into a Mouse in the Air
inferredcites →https://doi.org/10.1145/2742647.2742674openalex-snapshot
Contactless Sleep Apnea Detection on Smartphones
inferredcites →https://doi.org/10.1145/2858036.2858580openalex-snapshot
FingerIO
inferredcites →https://doi.org/10.1145/2971648.2971736openalex-snapshot
AudioGest
inferredcites →https://doi.org/10.1145/2973750openalex-snapshot
Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking
inferredcites →https://doi.org/10.1145/2973750.2973755openalex-snapshot
CAT
inferredcites →https://doi.org/10.1145/2973750.2973764openalex-snapshot
Device-free gesture tracking using acoustic signals
inferredcites →https://doi.org/10.1145/3090095openalex-snapshot
SoundTrak
inferredcites →https://doi.org/10.1145/3131897openalex-snapshot
CovertBand
inferredcites →https://doi.org/10.1145/3161183openalex-snapshot
FallDeFi
inferredcites →https://doi.org/10.1145/3241539.3241568openalex-snapshot
VSkin
inferredcites →https://doi.org/10.1145/3264947openalex-snapshot
RF-Based Fall Monitoring Using Convolutional Neural Networks
inferredcites →https://doi.org/10.1145/3290605.3300248openalex-snapshot
MilliSonic
inferredcites →https://doi.org/10.1145/3300061.3345439openalex-snapshot
RNN-Based Room Scale Hand Motion Tracking
inferredcites →https://doi.org/10.1145/3300061.3345453openalex-snapshot
Contactless Infant Monitoring using White Noise
inferredcites →https://doi.org/10.1145/3351273openalex-snapshot
AcousticID
inferredcites →https://doi.org/10.1145/3372224.3419209openalex-snapshot
SpiroSonic
inferredcites →https://doi.org/10.1155/2014/896030openalex-snapshot
Fall-Detection Algorithm Using 3-Axis Acceleration: Combination with Simple Threshold and Hidden Markov Model
inferredcites →https://doi.org/10.1258/1357633054068946openalex-snapshot
An intelligent emergency response system: preliminary development and testing of automated fall detection
inferredcites →https://doi.org/10.2337/dc11-2202openalex-snapshot
Role of Muscle Mass and Muscle Quality in the Association Between Diabetes and Gait Speed
inferredcites →https://doi.org/10.3390/ijerph110404233openalex-snapshot
A ZigBee-Based Location-Aware Fall Detection System for Improving Elderly Telecare
inferredcites →https://doi.org/10.3390/ijerph18073712openalex-snapshot
The Association between Gait Speed and Falls in Community Dwelling Older Adults with and without Mild Cognitive Impairment
inferredcites →https://doi.org/10.4108/eai.22-7-2015.2260072openalex-snapshot
TagFall: Towards Unobstructive Fine-Grained Fall Detection based on UHF Passive RFID Tags

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-96473-2_26openalex-snapshot
Fusion Framework Approach for Enhanced Elderly Fall Detection
inferred← citeshttps://doi.org/10.1007/978-3-032-10554-7_3openalex-snapshot
Environment Independent Fall Detection with WiFi Streams
inferred← citeshttps://doi.org/10.1007/978-981-96-9805-9_42openalex-snapshot
AP-Fall: Environment-Adaptive Fall Detection via Acoustic Sensing
inferred← citeshttps://doi.org/10.1007/s12559-026-10550-5openalex-snapshot
Artificial Intelligence for Elderly Fall Detection: State-of-the-art Methods, Applications and Challenges
inferred← citeshttps://doi.org/10.1007/s42486-025-00193-0openalex-snapshot
Acoustic sensing mechanisms, technologies, and applications: a survey
inferred← citeshttps://doi.org/10.1016/j.arr.2025.102948openalex-snapshot
Artificial intelligence for fall detection in older adults: A comprehensive survey of machine learning, deep learning approaches, and future directions
inferred← citeshttps://doi.org/10.1016/j.compeleceng.2023.108763openalex-snapshot
WiFi-based indoor passive fall detection for medical Internet of Things
inferred← citeshttps://doi.org/10.1109/cisce65916.2025.11065309openalex-snapshot
Based on improved YOLOv11n and ST-GCN in complex occlusion video scenes Research on the Fall detection of the model
inferred← citeshttps://doi.org/10.1109/elecom63163.2024.10892152openalex-snapshot
AI-Driven Detection of Abnormal Activities Among Elderly People Using Acoustic Feedback: Comparison of Key Algorithms
inferred← citeshttps://doi.org/10.1109/etaact69135.2026.11541755openalex-snapshot
Efficient Fall Detection Using Lightweight Geometric Features and Gradient Boosting Classifiers
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11460690openalex-snapshot
Fall Detection with Sound Diffusion Field: Integrating Audible Sound Event and Acoustic Speed Estimation
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11464885openalex-snapshot
Activity Recognition Using Inaudible Acoustic FMCW
inferred← citeshttps://doi.org/10.1109/infocomwkshps61880.2024.10620762openalex-snapshot
Acoustic Sensing for Fitness Activities Recognition: A Deep Learning Approach
inferred← citeshttps://doi.org/10.1109/ipsn54338.2022.00019openalex-snapshot
FaceListener: Recognizing Human Facial Expressions via Acoustic Sensing on Commodity Headphones
inferred← citeshttps://doi.org/10.1109/iscc58397.2023.10218222openalex-snapshot
LoFall: LoRa-Based Long-Range Through-Wall Fall Detection
inferred← citeshttps://doi.org/10.1109/jiot.2023.3331698openalex-snapshot
Fall Detection Based on Fusion of Passive and Active Acoustic Sensing
inferred← citeshttps://doi.org/10.1109/jiot.2024.3510712openalex-snapshot
Fall-Mamba: A Multimodal Fusion and Masked Mamba-Based Approach for Fall Detection
inferred← citeshttps://doi.org/10.1109/jiot.2025.3585401openalex-snapshot
AmFall: WiFi CSI Amplitude-Based Fall Detection Using Denoised Scalograms
inferred← citeshttps://doi.org/10.1109/mra.2024.3352851openalex-snapshot
Radar-Based Fall Detection: A Survey [Survey]
inferred← citeshttps://doi.org/10.1109/smc58881.2025.11343676openalex-snapshot
EchoFall: An Indoor Acoustic Fall Detection and Severity Analysis Method
inferred← citeshttps://doi.org/10.1109/tmc.2023.3270926openalex-snapshot
BSMonitor: Noise-Resistant Bowel Sound Monitoring via Earphones
inferred← citeshttps://doi.org/10.1109/tmc.2024.3462466openalex-snapshot
Few-Shot Adaptation to Unseen Conditions for Wireless-Based Human Activity Recognition Without Fine-Tuning
inferred← citeshttps://doi.org/10.1109/tmc.2025.3570757openalex-snapshot
I Sense You Fast: Simultaneous Action and Identity Inference by Slimming Multi-Branch RadarNet
inferred← citeshttps://doi.org/10.1142/s0219691325500353openalex-snapshot
Wavelet thresholding-based multi-layer perceptron for fall detection
inferred← citeshttps://doi.org/10.1145/3544548.3581235openalex-snapshot
ExpresSense: Exploring a Standalone Smartphone to Sense Engagement of Users from Facial Expressions Using Acoustic Sensing
inferred← citeshttps://doi.org/10.1145/3550329openalex-snapshot
Enabling Contact-free Acoustic Sensing under Device Motion
inferred← citeshttps://doi.org/10.1145/3580835openalex-snapshot
LT-Fall
inferred← citeshttps://doi.org/10.1145/3641512.3686359openalex-snapshot
SONDAR: Size and Shape Measurements Using Acoustic Imaging
inferred← citeshttps://doi.org/10.1145/3643548openalex-snapshot
Embracing Distributed Acoustic Sensing in Car Cabin for Children Presence Detection
inferred← citeshttps://doi.org/10.1145/3643832.3661863openalex-snapshot
Adaptive Metasurface-Based Acoustic Imaging using Joint Optimization
inferred← citeshttps://doi.org/10.1145/3643832.3661884openalex-snapshot
TouchTone: Smartwatch Privacy Protection via Unobtrusive Finger Touch Gestures
inferred← citeshttps://doi.org/10.1145/3649136openalex-snapshot
Room-scale Location Trace Tracking via Continuous Acoustic Waves
inferred← citeshttps://doi.org/10.1145/3680207.3723484openalex-snapshot
AquaScan: A Sonar-based Underwater Sensing System for Human Activity Monitoring
inferred← citeshttps://doi.org/10.1145/3706598.3713396openalex-snapshot
Invisible Light Touch: Standing Balance Improvement by Mid-Air Haptic Feedback
inferred← citeshttps://doi.org/10.1145/3729470openalex-snapshot
Manipulation of Acoustic Focusing for Multi-target Sensing with Distributed Microphones in Smart Car Cabin
inferred← citeshttps://doi.org/10.1145/3749471openalex-snapshot
GR-Fall: A Fall Detection System with Gait Recognition for Indoor Environments Using SISO mmWave Radar
inferred← citeshttps://doi.org/10.1145/3749475openalex-snapshot
ASE: Practical Acoustic Speed Estimation Beyond Doppler via Sound Diffusion Field
inferred← citeshttps://doi.org/10.1145/3831966openalex-snapshot
Towards an Acoustic Keyless Entry System: Leveraging Off-the-Shelf Wideband Ultrasound for Cost-Effective Approach Detection
inferred← citeshttps://doi.org/10.1155/2023/6813911openalex-snapshot
SonicGest: Ultrasonic Gesture Recognition System Combined with GAN on Smartphones
inferred← citeshttps://doi.org/10.12720/jait.15.8.965-970openalex-snapshot
Real-Time Passenger Counting in Streetcars Using High Sound Frequency Signals
inferred← citeshttps://doi.org/10.3390/app132111954openalex-snapshot
Training-Free Acoustic-Based Hand Gesture Tracking on Smart Speakers
inferred← citeshttps://doi.org/10.3390/app14020843openalex-snapshot
Acceptability of Remote Monitoring in Assisted Living/Smart Homes in the United Kingdom and Associated Use of Sounds and Vibrations—A Systematic Review
inferred← citeshttps://doi.org/10.3390/electronics13010040openalex-snapshot
SitPAA: Sitting Posture and Action Recognition Using Acoustic Sensing
inferred← citeshttps://doi.org/10.3390/s25061746openalex-snapshot
Real-Time Acoustic Scene Recognition for Elderly Daily Routines Using Edge-Based Deep Learning
inferred← citeshttps://doi.org/10.3390/s25061874openalex-snapshot
Potential Pneumoconiosis Patients Monitoring and Warning System with Acoustic Signal
inferred← citeshttps://doi.org/10.3390/s26041192openalex-snapshot
Research of Fall Detection and Fall Prevention Technologies: A Review
inferred← citeshttps://doi.org/10.53360/2788-7995-2024-4(16)-2openalex-snapshot
EFFECTIVE WAYS TO PREVENT HIDDEN HACKING OF WEBCAMS
inferred← citeshttps://doi.org/10.54254/2755-2721/51/20241200openalex-snapshot
An examination of non-wearable methods for fall detection
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