From: Semi-fragile digital speech watermarking for online speaker recognition
Attack | Semi-fragile DWPT-QIM (proposed) | AbS [25] | DT-CWT [22] | Genetic [26] | |
---|---|---|---|---|---|
No attack | 0 | 0.03 | 0.05 | 0 | 0.07 |
AddBrumm | 0.45 | 0.50 | 0.56 | 0.12 | 0.53 |
AddSinus | 0.43 | 0.54 | 0.54 | 0.13 | 0.41 |
AddNoise | 0.39 | 0.52 | 0.55 | 0.25 | 0.48 |
Stat1 (statistical distortion) | 0.54 | 0.73 | 0.67 | 0.11 | 0.58 |
Stat2 (statistical distortion) | 0.51 | 0.41 | 0.34 | 0.23 | 0.64 |
Smooth1 (simple smoothing) | 0.61 | 0.59 | 0.49 | 0.32 | 0.49 |
Smooth2 (simple smoothing) | 0.55 | 0.53 | 0.61 | 0.10 | 0.42 |
Amplify (increases amplitude) | 0.02 | 0.42 | 0.57 | 0.13 | 0.36 |
Invert (180° phase shift) | 0.58 | 0.49 | 0.43 | 0.04 | 0.54 |
Exchange (swap samples) | 0.63 | 0.54 | 0.65 | 0.03 | 0.23 |
CutSamples (7 samples per 1000) | 0.41 | 0.51 | 0.71 | 0.32 | 0.45 |
LSBZero (resets LSBs) | 0.37 | 0.44 | 0.51 | 0.02 | 0.65 |
ZeroCross (resets samples) | 0.56 | 0.47 | 0.49 | 0.08 | 0.48 |
ZeroRemove (removes 0 samples) | 0.5 | 0.45 | 0.52 | 0.17 | 0.44 |
Average | 0.4367 | 0.4780 | 0.5127 | 0.1367 | 0.4513 |