Audio Watermarking on LJSpeech
4.5486PESQSmark
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SmarkBase Model=GradTTS, Attack Type=SS+AS2025.12 | 4.5486 | 0.9999 | 3.0543 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=CLP2025.12 | 4.5475 | 1 | 3.055 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=AS-902025.12 | 4.5475 | 0.9998 | 3.0555 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=EA-03152025.12 | 4.5475 | 0.9998 | 3.0545 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=CLP+Noise2025.12 | 4.5474 | 0.9998 | 3.055 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=LP50002025.12 | 4.5472 | 0.9998 | 3.0545 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=CLP+AS2025.12 | 4.5472 | 0.9999 | 3.0548 | 100 | |
| SmarkBase Model=GradTTS2025.12 | 4.5467 | 1 | 3.1134 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=EA+LP2025.12 | 4.5466 | 0.9997 | 3.0543 | 100 | |
| SmarkBase Model=Wavegrad2025.12 | 4.5462 | 0.9957 | 2.0924 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=Noise-W352025.12 | 4.5444 | 0.9999 | 3.0551 | 100 | |
| SmarkBase Model=GradTTS, Attack Type=SS-012025.12 | 4.5319 | 0.9999 | 3.043 | 100 | |
| GROOTBase Model=Wavegrad, Attack Type=SS-012025.12 | 3.9574 | 0.9827 | 2.0195 | 99.18 | |
| SmarkBase Model=Wavegrad, Attack Type=Noise-W352025.12 | 3.8957 | 0.9399 | 2.6833 | 98.8 | |
| SmarkBase Model=Wavegrad, Attack Type=AS-902025.12 | 3.8886 | 0.9376 | 2.675 | 98.95 | |
| SmarkBase Model=Wavegrad, Attack Type=LP50002025.12 | 3.8791 | 0.9389 | 2.668 | 98.9 | |
| SmarkBase Model=Wavegrad, Attack Type=EA+LP2025.12 | 3.8674 | 0.9321 | 2.6492 | 98.94 | |
| WavmarkBase Model=GradTTS, Attack Type=CLP+Noise2025.12 | 3.7853 | 0.8672 | 2.6197 | 85.66 | |
| SmarkBase Model=Wavegrad, Attack Type=EA-03152025.12 | 3.7843 | 0.9212 | 2.5566 | 99.18 | |
| SmarkBase Model=Wavegrad, Attack Type=SS+AS2025.12 | 3.7706 | 0.914 | 2.5343 | 99.26 | |
| WavmarkBase Model=GradTTS, Attack Type=SS+AS2025.12 | 3.7439 | 0.8722 | 2.9328 | 84.17 | |
| SmarkBase Model=Wavegrad, Attack Type=CLP+AS2025.12 | 3.7224 | 0.9038 | 2.4836 | 99.38 | |
| WavmarkBase Model=GradTTS, Attack Type=CLP2025.12 | 3.6958 | 0.9525 | 2.8547 | 97.54 | |
| SmarkBase Model=Wavegrad, Attack Type=SS-012025.12 | 3.6636 | 0.8949 | 2.4293 | 99.45 | |
| SmarkBase Model=Wavegrad, Attack Type=CLP+Noise2025.12 | 3.6251 | 0.8921 | 2.3735 | 99.58 | |
| WavmarkBase Model=GradTTS, Attack Type=AS-902025.12 | 3.6247 | 0.9142 | 2.7296 | 89.24 | |
| GROOTBase Model=Wavegrad, Attack Type=EA-03152025.12 | 3.6137 | 0.9271 | 1.9866 | 98.96 | |
| WavmarkBase Model=GradTTS, Attack Type=LP50002025.12 | 3.5826 | 0.8727 | 2.7492 | 82.59 | |
| WavmarkBase Model=GradTTS, Attack Type=CLP+AS2025.12 | 3.5815 | 0.9248 | 2.7619 | 97.37 | |
| DeARBase Model=Wavegrad, Attack Type=SS-012025.12 | 3.5674 | 0.7403 | 1.8313 | 100 | |
| SmarkBase Model=Wavegrad, Attack Type=CLP2025.12 | 3.5599 | 0.8831 | 2.3221 | 99.9 | |
| GROOTBase Model=Wavegrad, Attack Type=CLP+AS2025.12 | 3.5422 | 0.9567 | 1.9786 | 99.16 | |
| WavmarkBase Model=GradTTS, Attack Type=EA-03152025.12 | 3.5289 | 0.9083 | 2.7544 | 89.37 | |
| GROOTBase Model=Wavegrad, Attack Type=AS-902025.12 | 3.5279 | 0.8952 | 2.9943 | 99.17 | |
| WavmarkBase Model=GradTTS, Attack Type=EA+LP2025.12 | 3.5173 | 0.8796 | 2.7361 | 84.19 | |
| GROOTBase Model=Wavegrad, Attack Type=Noise-W352025.12 | 3.4586 | 0.9526 | 2.0247 | 99.54 | |
| GROOTBase Model=Wavegrad, Attack Type=CLP2025.12 | 3.4472 | 0.9351 | 1.9875 | 99.21 | |
| GROOTBase Model=Wavegrad, Attack Type=CLP+Noise2025.12 | 3.4328 | 0.9682 | 1.9981 | 98.17 | |
| GROOTBase Model=Wavegrad2025.12 | 3.4325 | 0.9731 | 1.9635 | 100 | |
| WavmarkBase Model=GradTTS2025.12 | 3.4325 | 0.9692 | 2.9868 | 99.98 | |
| WavmarkBase Model=GradTTS, Attack Type=Noise-W352025.12 | 3.4193 | 0.8529 | 2.5462 | 52.67 | |
| GROOTBase Model=Wavegrad, Attack Type=SS+AS2025.12 | 3.3495 | 0.9621 | 1.9752 | 97.92 | |
| WavmarkBase Model=GradTTS, Attack Type=SS-012025.12 | 3.3125 | 0.8426 | 2.4581 | 53.64 | |
| GROOTBase Model=Wavegrad, Attack Type=LP50002025.12 | 3.2586 | 0.9665 | 2.0422 | 98.67 | |
| GROOTBase Model=Wavegrad, Attack Type=EA+LP2025.12 | 3.2478 | 0.8948 | 1.9882 | 98.47 | |
| DeARBase Model=Wavegrad, Attack Type=EA-03152025.12 | 3.2237 | 0.6869 | 1.6888 | 99.98 | |
| DeARBase Model=Wavegrad, Attack Type=CLP+AS2025.12 | 3.1522 | 0.7157 | 1.6979 | 99.89 | |
| DeARBase Model=Wavegrad, Attack Type=AS-902025.12 | 3.1379 | 0.6283 | 1.6713 | 100 | |
| DeARBase Model=Wavegrad2025.12 | 3.136 | 0.7508 | 1.8336 | 100 | |
| DeARBase Model=Wavegrad, Attack Type=Noise-W352025.12 | 3.0686 | 0.7032 | 1.9294 | 99.99 | |
| DeARBase Model=Wavegrad, Attack Type=CLP2025.12 | 3.0572 | 0.6848 | 1.6978 | 99.99 | |
| DeARBase Model=Wavegrad, Attack Type=CLP+Noise2025.12 | 3.0428 | 0.7177 | 1.7138 | 99.97 | |
| DeARBase Model=Wavegrad, Attack Type=SS+AS2025.12 | 2.9595 | 0.7137 | 1.6946 | 99.95 | |
| DeARBase Model=Wavegrad, Attack Type=LP50002025.12 | 2.8686 | 0.7229 | 1.9244 | 99.93 | |
| DeARBase Model=Wavegrad, Attack Type=EA+LP2025.12 | 2.8578 | 0.6584 | 1.7047 | 99.94 | |
| TimbreWMBase Model=GradTTS, Attack Type=AS-902025.12 | 2.7249 | 0.7123 | 1.9159 | 99.18 | |
| TimbreWMBase Model=GradTTS2025.12 | 2.7032 | 0.7357 | 1.9916 | 99.99 | |
| TimbreWMBase Model=GradTTS, Attack Type=CLP2025.12 | 2.6892 | 0.709 | 1.9521 | 99.92 | |
| TimbreWMBase Model=GradTTS, Attack Type=SS-012025.12 | 2.6728 | 0.7196 | 1.9892 | 99.98 | |
| TimbreWMBase Model=GradTTS, Attack Type=Noise-W352025.12 | 2.6639 | 0.7048 | 1.9278 | 99.71 | |
| TimbreWMBase Model=GradTTS, Attack Type=LP50002025.12 | 2.6257 | 0.7039 | 1.9053 | 99.93 | |
| TimbreWMBase Model=GradTTS, Attack Type=SS+AS2025.12 | 2.5296 | 0.6945 | 1.8247 | 99.93 | |
| TimbreWMBase Model=GradTTS, Attack Type=CLP+AS2025.12 | 2.5295 | 0.7029 | 1.5218 | 99.99 | |
| TimbreWMBase Model=GradTTS, Attack Type=EA+LP2025.12 | 2.5283 | 0.6867 | 1.7935 | 99.97 | |
| TimbreWMBase Model=GradTTS, Attack Type=CLP+Noise2025.12 | 2.4824 | 0.696 | 1.7095 | 99.98 | |
| TimbreWMBase Model=GradTTS, Attack Type=EA-03152025.12 | 2.3926 | 0.6982 | 1.6587 | 100 | |
| SmarkBase Model=Priorgrad, Attack Type=SS+AS2025.12 | 2.1302 | 0.9435 | 2.0178 | 97.44 | |
| SmarkBase Model=Priorgrad, Attack Type=SS-012025.12 | 2.1245 | 0.9471 | 2.1923 | 97.62 | |
| SmarkBase Model=Priorgrad, Attack Type=LP50002025.12 | 2.1148 | 0.9692 | 2.0756 | 97.83 | |
| SmarkBase Model=Priorgrad, Attack Type=EA-03152025.12 | 2.0912 | 0.9524 | 2.121 | 97.51 | |
| SmarkBase Model=PriorGrad2025.12 | 2.0856 | 0.9705 | 2.1541 | 98.63 | |
| SmarkBase Model=Priorgrad, Attack Type=CLP2025.12 | 2.0821 | 0.9651 | 2.1153 | 98.01 | |
| SmarkBase Model=Priorgrad, Attack Type=CLP+AS2025.12 | 2.0789 | 0.9642 | 2.0876 | 98.21 | |
| SmarkBase Model=Priorgrad, Attack Type=CLP+Noise2025.12 | 2.0576 | 0.9493 | 2.1432 | 98.05 | |
| SmarkBase Model=Priorgrad, Attack Type=Noise-W352025.12 | 2.0537 | 0.9582 | 2.0345 | 97.75 | |
| SmarkBase Model=Priorgrad, Attack Type=EA+LP2025.12 | 1.9935 | 0.9601 | 2.1045 | 97.92 | |
| SmarkBase Model=Priorgrad, Attack Type=AS-902025.12 | 1.9763 | 0.973 | 2.0589 | 98.3 | |
| AudioSealBase Model=Priorgrad, Attack Type=SS-012025.12 | 1.7863 | 0.8654 | 1.5789 | 77.32 | |
| AudioSealBase Model=PriorGrad2025.12 | 1.7793 | 0.8931 | 1.5762 | 79.83 | |
| AudioSealBase Model=Priorgrad, Attack Type=CLP2025.12 | 1.7735 | 0.8832 | 1.5604 | 79.62 | |
| AudioSealBase Model=Priorgrad, Attack Type=SS+AS2025.12 | 1.7701 | 0.8698 | 1.5654 | 77.23 | |
| AudioSealBase Model=Priorgrad, Attack Type=EA-03152025.12 | 1.7689 | 0.8789 | 1.5567 | 78.12 | |
| AudioSealBase Model=Priorgrad, Attack Type=CLP+AS2025.12 | 1.7654 | 0.8845 | 1.5576 | 79.34 | |
| AudioSealBase Model=Priorgrad, Attack Type=CLP+Noise2025.12 | 1.7567 | 0.8734 | 1.5378 | 78.45 | |
| AudioSealBase Model=Priorgrad, Attack Type=Noise-W352025.12 | 1.7521 | 0.8712 | 1.5321 | 78.54 | |
| AudioSealBase Model=Priorgrad, Attack Type=LP50002025.12 | 1.7432 | 0.8856 | 1.541 | 77.89 | |
| AudioSealBase Model=Priorgrad, Attack Type=EA+LP2025.12 | 1.7398 | 0.8821 | 1.5298 | 78.67 | |
| AudioSealBase Model=Priorgrad, Attack Type=AS-902025.12 | 1.7345 | 0.8901 | 1.5234 | 79.01 |