Tag

Acoustic Attack

All articles tagged with #acoustic attack

"Keystroke Patterns Uncovered by Acoustic Attack"
cybersecurity2 years ago

"Keystroke Patterns Uncovered by Acoustic Attack"

Researchers have developed a new acoustic side-channel attack on keyboards that can deduce user input based on typing patterns, even in noisy environments. The method achieves an average success rate of 43% and does not require controlled recording conditions or a specific typing platform, making it more applicable in real attacks. By capturing typing samples and training a statistical model, the attack can decipher the overall target's input with some post-capture analysis. However, it may be ineffective for individuals with inconsistent typing patterns or those who type very fast, and the amplitude of the produced waveform is less accentuated when using silent keyboards, which can lower keystroke detection rates.

"Silent Data Theft: Acoustic Attacks Capture Keystrokes with 95% Accuracy"
cybersecurity3 years ago

"Silent Data Theft: Acoustic Attacks Capture Keystrokes with 95% Accuracy"

Researchers have developed a deep learning model called CoAtNet that can steal data from keyboard keystrokes recorded using a microphone with an accuracy of 95%. Even when using Zoom for training, the accuracy dropped to 93%. Acoustic attacks have become simpler due to the abundance of microphone-bearing devices, posing a significant threat to data security. Possible mitigations include altering typing styles, using randomized passwords, employing biometric authentication, and utilizing password managers.