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Attack on PPG Biometrics: Presentation Attack by Stealth Recording and Waveform Estimation
Summary
This study explores presentation attacks on photoplethysmogram (PPG)-based authentication systems. Researchers found that spoofing attacks using recorded PPG signals can succeed over 80% of the time under ideal conditions.
Area of Science:
- Biometric security
- Physiological signal processing
Background:
- Photoplethysmogram (PPG) signals are increasingly used for biometric authentication.
- Presentation attacks pose a significant threat to PPG-based systems by mimicking genuine signals.
Purpose of the Study:
- To investigate the feasibility of presentation attacks against a PPG-based authentication system.
- To develop countermeasures for PPG-based biometric security.
Main Methods:
- A PPG-based authentication system was developed.
- Experiments involved recording PPG signals from various body sites.
- Spoofing signals were generated from recorded non-genuine PPG measurements.
Main Results:
- Presentation attacks using spoofed PPG signals were demonstrated.
- The attack achieved a success probability exceeding 80% under ideal experimental conditions.
Conclusions:
- PPG-based authentication systems are vulnerable to sophisticated presentation attacks.
- Further research is needed to develop robust countermeasures against PPG signal spoofing.
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