Watermark Detection on VoxPopuli-100k Scenario T1
100AUCAudioSeal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AudioSealManipulation=None, Configuration=–2026.05 | 100 | — | |
| AudioSealManipulation=Lowpass, Configuration=fc = 1.5 kHz2026.05 | 100 | — | |
| AudioSealManipulation=Highpass, Configuration=fc = 1 kHz2026.05 | 100 | — | |
| AudioSealManipulation=Highpass, Configuration=fc = 1.5 kHz2026.05 | 100 | — | |
| AudioSealManipulation=Bandpass, Configuration=500 Hz – 5 kHz2026.05 | 100 | — | |
| AudioSealManipulation=MP3, Configuration=32 kbps2026.05 | 100 | — | |
| AudioSealManipulation=Resample, Configuration=[24 → 16 → 24] kHz2026.05 | 100 | — | |
| AudioSealManipulation=White Noise, Configuration=SNR = 20 dB2026.05 | 100 | — | |
| AudioSealManipulation=Pink Noise, Configuration=SNR = 20 dB2026.05 | 100 | — | |
| AudioSealManipulation=Pink Noise, Configuration=SNR = 5 dB2026.05 | 99.9 | — | |
| AudioSealManipulation=White Noise, Configuration=SNR = 5 dB2026.05 | 99.8 | — | |
| LSSManipulation=Resample, Configuration=[24 → 16 → 24] kHz2026.05 | 99.7 | — | |
| LSSManipulation=None, Configuration=–2026.05 | 99.6 | — | |
| LSSManipulation=MP3, Configuration=32 kbps2026.05 | 99.5 | — | |
| LSSManipulation=Pink Noise, Configuration=SNR = 20 dB2026.05 | 99.4 | — | |
| LSSManipulation=White Noise, Configuration=SNR = 20 dB2026.05 | 99.3 | — | |
| LSSManipulation=Lowpass, Configuration=fc = 1.5 kHz2026.05 | 98.1 | — | |
| LSSManipulation=Bandpass, Configuration=500 Hz – 5 kHz2026.05 | 97.4 | — | |
| AudioSealManipulation=Average2026.05 | 97.2 | — | |
| LSSManipulation=Lowpass, Configuration=fc = 1 kHz2026.05 | 96.5 | — | |
| LSSManipulation=Pink Noise, Configuration=SNR = 5 dB2026.05 | 95.6 | — | |
| LSSManipulation=Average2026.05 | 95.6 | — | |
| LSSManipulation=White Noise, Configuration=SNR = 5 dB2026.05 | 94.8 | — | |
| LSSManipulation=Highpass, Configuration=fc = 1 kHz2026.05 | 87.3 | — | |
| LSSManipulation=Highpass, Configuration=fc = 1.5 kHz2026.05 | 80.3 | — | |
| AudioWMDCategory=White-box2026.06 | 77.15 | 53 | |
| AudioSealManipulation=Lowpass, Configuration=fc = 1 kHz2026.05 | 67.8 | — | |
| AudioWMDCategory=Clean2026.06 | 63.82 | 42 | |
| WMDCategory=Clean2026.06 | 57.09 | 53 | |
| AudioWMDCategory=Overall2026.06 | 56.73 | 45 | |
| AudioWMDCategory=No-box (Avg)2026.06 | 54.33 | 46 | |
| WMDCategory=Overall2026.06 | 52.81 | 52 | |
| WMDCategory=No-box (Avg)2026.06 | 51.28 | 50 | |
| WMDCategory=White-box2026.06 | 48.63 | 45 |