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Anonymization Techniques for Behavioral Biometric Data: A Survey

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Reinforcement Learning for the Privacy Preservation and Manipulation of Eye Tracking Data
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A Survey of User Authentication Based on Mouse Dynamics
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Ambient and Wearable Sensor Fusion for Activity Recognition in Healthcare Monitoring Systems
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Information and Communication Technology for Competitive Strategies
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BiosecurID: a multimodal biometric database
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Gait authentication on mobile phone using biometric cryptosystem and fuzzy commitment scheme
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Automatic recognition of gait-related health problems in the elderly using machine learning
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Generalizable Features for Anonymizing Motion Signals Based on the Zeros of the Short-Time Fourier Transform
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Specific saccade deficits in patients with Alzheimer’s disease at mild to moderate stage and in patients with amnestic mild cognitive impairment
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Gait transformation network for gait de-identification with pose preservation
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Voice Privacy Using Time-Scale and Pitch Modification
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The main sequence, a tool for studying human eye movements
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Speaker identification and verification using Gaussian mixture speaker models
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An effective gender recognition approach using voice data via deeper LSTM networks
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Application of eye tracking in medicine: A survey, research issues and challenges
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A survey on touch dynamics authentication in mobile devices
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Reversible speaker de-identification using pre-trained transformation functions
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Speaker anonymization by modifying fundamental frequency and x-vector singular value
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X-vector anonymization using autoencoders and adversarial training for preserving speech privacy
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Voice privacy using CycleGAN and time-scale modification
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Enhancing accuracy and privacy in speech-based depression detection through speaker disentanglement
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Re-identification attacks—A systematic literature review
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De-identification for privacy protection in multimedia content: A survey
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A survey on behavioral biometric authentication on smartphones
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Spatio-temporal generative adversarial network for gait anonymization
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Atypical Visual Saliency in Autism Spectrum Disorder Quantified through Model-Based Eye Tracking
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Privacy and utility preserving sensor-data transformations
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Attentional biases toward emotional images in the different episodes of bipolar disorder: An eye-tracking study
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Recognizing People in Motion
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Speed and accuracy of saccadic eye movements: Characteristics of impulse variability in the oculomotor system.
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Gender recognition from point-light walkers.
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A 12-lead electrocardiogram database for arrhythmia research covering more than 10,000 patients
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GazeBaseVR, a large-scale, longitudinal, binocular eye-tracking dataset collected in virtual reality
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Unique in the Crowd: The privacy bounds of human mobility
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Biometric template protection for speaker recognition based on universal background models
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State‐of‐the‐art methods and future perspectives for personal recognition based on electroencephalogram signals
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Influence of speaker de‐identification in depression detection
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MCYT baseline corpus: a bimodal biometric database
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Private traits and attributes are predictable from digital records of human behavior
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Speaker Anonymization for Personal Information Protection Using Voice Conversion Techniques
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A Comprehensive Survey on ECG Signals as New Biometric Modality for Human Authentication: Recent Advances and Future Challenges
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Zero-Shot Unseen Speaker Anonymization via Voice Conversion
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Privacy and Security Concerns in Generative AI: A Comprehensive Survey
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The secrecy of compressed sensing measurements
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A comparison of four interaction modes for CAD systems
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Anonymization of Gait Silhouette Video by Perturbing Its Phase and Shape Components
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Evaluating Machine Learning Models for Handwriting Recognition-based Systems under Local Differential Privacy
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Cancelable speaker verification system based on binary Gaussian mixtures
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Age, Gender and Operating-Hand Estimation on Smart Mobile Devices
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Fairness and Privacy in Voice Biometrics: A Study of Gender Influences Using wav2vec 2.0
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GREYC keystroke: A benchmark for keystroke dynamics biometric systems
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Your substance abuse disorder is an open secret! Gleaning sensitive personal information from templates in an EEG-based authentication system
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Speaker identification experiments under gender De-identification
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The MIT-BIH Arrhythmia Database on CD-ROM and software for use with it
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Surveying the Development of Biometric User Authentication on Mobile Phones
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Authentication of Smartphone Users Using Behavioral Biometrics
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Gaze Prediction in Dynamic 360° Immersive Videos
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My Behavior is my Privacy & Secure Password !
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A cancelable biometric scheme based on multi-lead ECGs
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ECG Biometric Recognition: Template-Free Approaches Based on Deep Learning
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ECG Biosignal Deidentification Using Conditional Generative Adversarial Networks
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A Siamese Adversarial Anonymizer for Data Minimization in Biometric Applications
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A discriminative approach for speaker selection in speaker de-identification systems
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Speaker de-identification using diphone recognition and speech synthesis
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Anonysign: Novel Human Appearance Synthesis for Sign Language Video Anonymisation
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A consideration on a common template-based biometric cryptosystem using on-line signatures
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Adaptivity to background noise spatial coherence for high resolution passive methods
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Voice convergin: Speaker de-identification by voice transformation
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A short-time objective intelligibility measure for time-frequency weighted noisy speech
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Privacy-preserving speaker verification as password matching
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Librispeech: An ASR corpus based on public domain audio books
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Privacy-preserving sound to degrade automatic speaker verification performance
inferredcites →https://doi.org/10.1109/icassp.2017.7953386openalex-snapshot
Enhancing utility and privacy with noisy minimax filters
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X-Vectors: Robust DNN Embeddings for Speaker Recognition
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Privacy-aware Feature Extraction for Gender Discrimination versus Speaker Identification
inferredcites →https://doi.org/10.1109/icassp43922.2022.9747398openalex-snapshot
Domain-Invariant Representation Learning from EEG with Private Encoders
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STREAMVC: Real-Time Low-Latency Voice Conversion
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Speaker Anonymization Using Neural Audio Codec Language Models
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Distinguishable Speaker Anonymization Based on Formant and Fundamental Frequency Scaling
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Prosody Is Not Identity: A Speaker Anonymization Approach Using Prosody Cloning
inferredcites →https://doi.org/10.1109/icc42927.2021.9500456openalex-snapshot
You Can Hear But You Cannot Record: Privacy Protection by Jamming Audio Recording
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The state of the art in electroencephalogram and access control
inferredcites →https://doi.org/10.1109/iccv48922.2021.00232openalex-snapshot
Anonymizing Egocentric Videos
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Privacy Enhanced Speech Emotion Communication using Deep Learning Aided Edge Computing
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ECG Distortion Measures and their Effectiveness
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Robust view transformation model for gait recognition
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Depression Detection Based on Deep Distribution Learning
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Voice-Indistinguishability: Protecting Voiceprint In Privacy-Preserving Speech Data Release
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An experimental investigations on classifiers for Brain Computer Interface (BCI) based authentication
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A privacy-preserving and language-independent speaking detecting and speaker diarization approach for spontaneous conversation using microphones
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Web-Based Benchmark for Keystroke Dynamics Biometric Systems: A Statistical Analysis
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Towards Gender-Dependent Babble Maskers for Speech Privacy Protection
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Gender-Dependent Babble Maskers Created from Multi-speaker Speech for Speech Privacy Protection
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Improved Techniques for Building EEG Feature Filters
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A Privacy-Preserving Generative Adversarial Network Method for Securing EEG Brain Signals
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Towards Privacy-Preserving Speech Data Publishing
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Otus: A Gaze Model-based Privacy Control Framework for Eye Tracking Applications
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Identifying drug (cocaine) intake events from acute physiological response in the presence of free-living physical activity
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ETRI-Activity3D: A Large-Scale RGB-D Dataset for Robots to Recognize Daily Activities of the Elderly
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DP-VoicePub: Differential Privacy-based Voice Publication
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Privacy preservation by k-anonymizing Ngrams of time series
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A new ECG obfuscation method: A joint feature extraction & corruption approach
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Feature selection for Lidar-based gait recognition
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ECG based authentication for e-healthcare systems: Towards a secured ECG features transmission
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DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices
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Gender Classification of Walkers via Underfloor Accelerometer Measurements
inferredcites →https://doi.org/10.1109/jiot.2019.2929087openalex-snapshot
Practical Privacy-Preserving ECG-Based Authentication for IoT-Based Healthcare
inferredcites →https://doi.org/10.1109/jiot.2020.2983228openalex-snapshot
Enhancing Privacy Preservation in Speech Data Publishing
inferredcites →https://doi.org/10.1109/jiot.2020.3004077openalex-snapshot
Behavioral Biometrics for Continuous Authentication in the Internet-of-Things Era: An Artificial Intelligence Perspective
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System-on-Chip Solution for Patients Biometric: A Compressive Sensing-Based Approach
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Support vector machines using GMM supervectors for speaker verification
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Breathing-Based Authentication on Resource-Constrained IoT Devices using Recurrent Neural Networks
inferredcites →https://doi.org/10.1109/mipro.2014.6859761openalex-snapshot
Online speaker de-identification using voice transformation
inferredcites →https://doi.org/10.1109/mipro.2014.6859762openalex-snapshot
Privacy-preserving speaker verification using secure binary embeddings
inferredcites →https://doi.org/10.1109/mipro.2014.6859767openalex-snapshot
Person de-identification in activity videos
inferredcites →https://doi.org/10.1109/mlsp.2019.8918913openalex-snapshot
Voice Anonymization in Urban Sound Recordings
inferredcites →https://doi.org/10.1109/msec.2021.3076443openalex-snapshot
A Critical Overview of Privacy in Machine Learning
inferredcites →https://doi.org/10.1109/msp.2012.2211477openalex-snapshot
The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web]
inferredcites →https://doi.org/10.1109/ner52421.2023.10123842openalex-snapshot
Privacy-Preserving Motor Intent Classification via Feature Disentanglement
inferredcites →https://doi.org/10.1109/ojcs.2021.3068385openalex-snapshot
Biometrics and Privacy-Preservation: How Do They Evolve?
inferredcites →https://doi.org/10.1109/ojemb.2021.3063994openalex-snapshot
Privacy-Preserving Deep Speaker Separation for Smartphone-Based Passive Speech Assessment
inferredcites →https://doi.org/10.1109/pst58708.2023.10320167openalex-snapshot
Selective EEG Signal Anonymization using Multi-Objective Autoencoders
inferredcites →https://doi.org/10.1109/scis-isis.2014.7044805openalex-snapshot
Sound masking for achieving speech privacy with parametric acoustic array speaker
inferredcites →https://doi.org/10.1109/sp.2012.44openalex-snapshot
The Quest to Replace Passwords: A Framework for Comparative Evaluation of Web Authentication Schemes
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Prepose: Privacy, Security, and Reliability for Gesture-Based Programming
inferredcites →https://doi.org/10.1109/sp.2018.00053openalex-snapshot
When Your Fitness Tracker Betrays You: Quantifying the Predictability of Biometric Features Across Contexts
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Browsing Unicity: On the Limits of Anonymizing Web Tracking Data
inferredcites →https://doi.org/10.1109/spcom55316.2022.9840792openalex-snapshot
Speaker Anonymization for Machines using Sinusoidal Model
inferredcites →https://doi.org/10.1109/spw.2019.00026openalex-snapshot
You Talk Too Much: Limiting Privacy Exposure Via Voice Input
inferredcites →https://doi.org/10.1109/syscon.2011.5929064openalex-snapshot
Bioconvolving: Cancelable templates for a multi-biometrics signature recognition system
inferredcites →https://doi.org/10.1109/t-affc.2011.15openalex-snapshot
DEAP: A Database for Emotion Analysis ;Using Physiological Signals
inferredcites →https://doi.org/10.1109/tamd.2015.2431497openalex-snapshot
Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks
inferredcites →https://doi.org/10.1109/tasl.2010.2064307openalex-snapshot
Front-End Factor Analysis for Speaker Verification
inferredcites →https://doi.org/10.1109/tasl.2012.2215588openalex-snapshot
Wordless Sounds: Robust Speaker Diarization Using Privacy-Preserving Audio Representations
inferredcites →https://doi.org/10.1109/taslp.2021.3108063openalex-snapshot
Privacy-Preserving Audio Classification Using Variational Information Feature Extraction
inferredcites →https://doi.org/10.1109/taslp.2023.3313429openalex-snapshot
Speaker Anonymization Using Orthogonal Householder Neural Network
inferredcites →https://doi.org/10.1109/taslp.2024.3407600openalex-snapshot
Distinctive and Natural Speaker Anonymization via Singular Value Transformation-Assisted Matrix
inferredcites →https://doi.org/10.1109/tassp.1978.1163086openalex-snapshot
All-pole modeling of degraded speech
inferredcites →https://doi.org/10.1109/tbcas.2018.2828031openalex-snapshot
Low-Complexity Privacy-Preserving Compressive Analysis Using Subspace-Based Dictionary for ECG Telemonitoring System
inferredcites →https://doi.org/10.1109/tbme.2004.827072openalex-snapshot
BCI2000: A General-Purpose Brain-Computer Interface (BCI) System
inferredcites →https://doi.org/10.1109/tbme.2015.2480296openalex-snapshot
Step Detection and Parameterization for Gait Assessment Using a Single Waist-Worn Accelerometer
inferredcites →https://doi.org/10.1109/tbme.2020.3042574openalex-snapshot
EpilepsyGAN: Synthetic Epileptic Brain Activities With Privacy Preservation
inferredcites →https://doi.org/10.1109/tcsvt.2011.2105551openalex-snapshot
Person De-Identification in Videos
inferredcites →https://doi.org/10.1109/tdsc.2019.2960239openalex-snapshot
Speech Sanitizer: Speech Content Desensitization and Voice Anonymization
inferredcites →https://doi.org/10.1109/tifs.2012.2215324openalex-snapshot
ECG Biometric Recognition: A Comparative Analysis
inferredcites →https://doi.org/10.1109/tifs.2015.2480381openalex-snapshot
What Else Does Your Biometric Data Reveal? A Survey on Soft Biometrics
inferredcites →https://doi.org/10.1109/tifs.2018.2876838openalex-snapshot
Cancelable Biometric Recognition With ECGs: Subspace-Based Approaches
inferredcites →https://doi.org/10.1109/tifs.2021.3096024openalex-snapshot
Privacy–Enhancing Face Biometrics: A Comprehensive Survey
inferredcites →https://doi.org/10.1109/tit.2005.862083openalex-snapshot
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
inferredcites →https://doi.org/10.1109/tmc.2024.3426046openalex-snapshot
De-Anonymizing Avatars in Virtual Reality: Attacks and Countermeasures
inferredcites →https://doi.org/10.1109/tnsre.2016.2627556openalex-snapshot
A Benchmark Dataset for SSVEP-Based Brain–Computer Interfaces
inferredcites →https://doi.org/10.1109/tnsre.2023.3310883openalex-snapshot
User Identity Protection in EEG-Based Brain–Computer Interfaces
inferredcites →https://doi.org/10.1109/tpami.2019.2916873openalex-snapshot
NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity Understanding
inferredcites →https://doi.org/10.1109/tpami.2021.3054775openalex-snapshot
Deep Learning for Person Re-Identification: A Survey and Outlook
inferredcites →https://doi.org/10.1109/tvcg.2018.2793599openalex-snapshot
Saliency in VR: How Do People Explore Virtual Environments?
inferredcites →https://doi.org/10.1109/tvcg.2021.3067787openalex-snapshot
A privacy-preserving approach to streaming eye-tracking data
inferredcites →https://doi.org/10.1109/tvcg.2023.3247048openalex-snapshot
Privacy-preserving datasets of eye-tracking samples with applications in XR
inferredcites →https://doi.org/10.1109/tvcg.2024.3372032openalex-snapshot
Privacy-Preserving Gaze Data Streaming in Immersive Interactive Virtual Reality: Robustness and User Experience
inferredcites →https://doi.org/10.1109/tvcg.2024.3372087openalex-snapshot
Berkeley Open Extended Reality Recordings 2023 (BOXRR-23): 4.7 Million Motion Capture Recordings from 105,000 XR Users
inferredcites →https://doi.org/10.1109/vrw62533.2024.00096openalex-snapshot
Deep Motion Masking for Secure, Usable, and Scalable Real-Time Anonymization of Ecological Virtual Reality Motion Data
inferredcites →https://doi.org/10.1109/wifs.2017.8267657openalex-snapshot
An approach for gait anonymization using deep learning
inferredcites →https://doi.org/10.1109/wowmom60985.2024.00026openalex-snapshot
Effect of Data Degradation on Motion Re-Identification
inferredcites →https://doi.org/10.1113/jphysiol.2007.133587openalex-snapshot
The application of eye‐tracking technology in the study of autism
inferredcites →https://doi.org/10.1126/science.132.3423.349openalex-snapshot
Pupil Size as Related to Interest Value of Visual Stimuli
inferredcites →https://doi.org/10.1126/science.181.4095.179openalex-snapshot
Eye-Tracking Patterns in Schizophrenia
inferredcites →https://doi.org/10.1136/jnnp.2007.131045openalex-snapshot
Parkinson's disease: clinical features and diagnosis
inferredcites →https://doi.org/10.1136/jnnp.74.1.9openalex-snapshot
Hans Berger (1873-1941), Richard Caton (1842-1926), and electroencephalography
inferredcites →https://doi.org/10.1145/1559845.1559850openalex-snapshot
Privacy integrated queries
inferredcites →https://doi.org/10.1145/1647314.1647385openalex-snapshot
Speaker change detection with privacy-preserving audio cues
inferredcites →https://doi.org/10.1145/1807167.1807247openalex-snapshot
Differentially private aggregation of distributed time-series with transformation and encryption
inferredcites →https://doi.org/10.1145/2212776.2223708openalex-snapshot
Seamless and continuous user identification for interactive tabletops using personal device handshaking and body tracking
inferredcites →https://doi.org/10.1145/2508859.2516735openalex-snapshot
Geo-indistinguishability
inferredcites →https://doi.org/10.1145/2594368.2594375openalex-snapshot
User-generated free-form gestures for authentication
inferredcites →https://doi.org/10.1145/2699390openalex-snapshot
Passwords and the evolution of imperfect authentication
inferredcites →https://doi.org/10.1145/2858036.2858270openalex-snapshot
Free-Form Gesture Authentication in the Wild
inferredcites →https://doi.org/10.1145/2893185openalex-snapshot
An Efficient User Verification System Using Angle-Based Mouse Movement Biometrics
inferredcites →https://doi.org/10.1145/2897845.2897905openalex-snapshot
Smartwatch-Based Keystroke Inference Attacks and Context-Aware Protection Mechanisms
inferredcites →https://doi.org/10.1145/2971648.2971753openalex-snapshot
mSieve
inferredcites →https://doi.org/10.1145/2988257.2988258openalex-snapshot
AVEC 2016
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What points at this work

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

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Privacy‐Preserving Federated Audio‐Visual Saliency Analysis and Data Sharing Architecture for Rehabilitation of People With Disabilities
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Machine learning and clinical EEG data for multiple sclerosis: A systematic review
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A kinematic dataset of locomotion with gait and sit-to-stand movements of young adults
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From Scarcity to Coverage: Generative Behavioral Modeling for Child Identification on Smartphones
inferred← citeshttps://doi.org/10.1109/tpami.2026.3718681openalex-snapshot
Face De-Identification: A Domain-Centric Survey From Capture to Processing
inferred← citeshttps://doi.org/10.1145/3806024openalex-snapshot
A Data-Driven Review of a Decade of Privacy Research in Eye Tracking ETRA010
inferred← citeshttps://doi.org/10.3389/frvir.2025.1610627openalex-snapshot
Visual attention and cognitive effects of facial anonymization in 360° videos
inferred← citeshttps://doi.org/10.4236/health.2025.177055openalex-snapshot
The Hidden Epidemic: Doping in Gyms and the Role of AI in Preventive Health
inferred← citeshttps://doi.org/10.5821/dissertation-2117-404654openalex-snapshot
Private user-centric management of electronic services in smart communities
inferred← citeshttps://doi.org/10.59324/ejaset.2024.2(3).18openalex-snapshot
Development of Biometric User Identification and Access Control System
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