Research Article

Niffler: A Context-Aware and User-Independent Side-Channel Attack System for Password Inference

Table 2

Comparison with previous works that exploited motion sensors.

Source study Sensor Platform Accuracy

Niffler Accelerometer Android 84.6% (72%)

Owusu et al. [8] Accelerometer Android 63%

Mehrnezhad et al. [18] Accelerometer Android 69%
Linear accelerometer
Gyroscope
Orientation

Mehrnezhad et al. [9] Accelerometer Android 65%
Orientation

Ping et al. [33] Accelerometer Android 75%
Gyroscope

Miluzzo et al. [26] Accelerometer Android and iOS 72%
Gyroscope

Xu et al. [11] Accelerometer Android 33.4%
Gyroscope