Black-box Adversarial Attack on CtrSVDD
98.8ASRMARS
Evaluation Results
| Method | Links | |
|---|---|---|
| MARSDetector=AASIST2, SSL Model=WavLM-L2026.05 | 98.8 | |
| MARSDetector=SLS, SSL Model=Unispeech-L2026.05 | 97.59 | |
| MARSDetector=MultiConv, SSL Model=Hubert-S2026.05 | 95.48 | |
| MARSDetector=SLS, SSL Model=WavLM-L2026.05 | 95.42 | |
| MARSDetector=AASIST2, SSL Model=WavLM-B2026.05 | 95.18 | |
| MARSDetector=SLS, SSL Model=Hubert-S2026.05 | 95.18 | |
| MARSDetector=MultiConv, SSL Model=Unispeech-B2026.05 | 94.75 | |
| MARSDetector=SLS, SSL Model=Unispeech-B2026.05 | 93.63 | |
| DI-FGSMDetector=AASIST2, SSL Model=WavLM-L2026.05 | 93.43 | |
| MARSDetector=MultiConv, SSL Model=WavLM-B2026.05 | 93.37 | |
| C&WDetector=AASIST2, SSL Model=WavLM-B2026.05 | 93.33 | |
| VMI-FGSMDetector=AASIST2, SSL Model=WavLM-L2026.05 | 93.27 | |
| C&WDetector=MultiConv, SSL Model=Hubert-S2026.05 | 92.96 | |
| MARSDetector=AASIST2, SSL Model=Wav2vec-X2026.05 | 92.77 | |
| C&WDetector=SLS, SSL Model=Hubert-S2026.05 | 92.71 | |
| MARSDetector=AASIST2, SSL Model=Unispeech-L2026.05 | 92.17 | |
| MARSDetector=SLS, SSL Model=WavLM-B2026.05 | 92.17 | |
| MARSDetector=MultiConv, SSL Model=WavLM-L2026.05 | 92.17 | |
| MARSDetector=MultiConv, SSL Model=Unispeech-L2026.05 | 92.05 | |
| C&WDetector=MultiConv, SSL Model=WavLM-B2026.05 | 91.88 | |
| JointDetector=MultiConv, SSL Model=Hubert-S2026.05 | 91.67 | |
| C&WDetector=MultiConv, SSL Model=Unispeech-B2026.05 | 91.46 | |
| MARSDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 91.19 | |
| MARSDetector=AASIST2, SSL Model=Hubert-S2026.05 | 91.07 | |
| DI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.05 | 90.96 | |
| C&WDetector=AASIST2, SSL Model=Hubert-S2026.05 | 90.42 | |
| MARSDetector=MultiConv, SSL Model=Wav2vec-B2026.05 | 90.36 | |
| MARSDetector=AASIST2, SSL Model=Wav2vec-B2026.05 | 90.35 | |
| C&WDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 90.28 | |
| VMI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.05 | 89.81 | |
| C&WDetector=SLS, SSL Model=Unispeech-B2026.05 | 89.79 | |
| DI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 89.54 | |
| VMI-FGSMDetector=AASIST2, SSL Model=Wav2vec-X2026.05 | 88.73 | |
| VMI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.05 | 88.57 | |
| TI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.05 | 88.29 | |
| C&WDetector=AASIST2, SSL Model=Wav2vec-X2026.05 | 87.92 | |
| VMI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.05 | 87.5 | |
| C&WDetector=SLS, SSL Model=WavLM-B2026.05 | 87.08 | |
| MARSDetector=SLS, SSL Model=Wav2vec-X2026.05 | 85.9 | |
| TI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 85.84 | |
| VMI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.05 | 85.58 | |
| VMI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 85.58 | |
| DI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.05 | 85.51 | |
| C&WDetector=MultiConv, SSL Model=Wav2vec-B2026.05 | 85.42 | |
| AWTDetector=AASIST2, SSL Model=WavLM-B2026.05 | 85.38 | |
| DI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.05 | 85.25 | |
| DI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.05 | 85.17 | |
| VMI-FGSMDetector=AASIST2, SSL Model=Wav2vec-B2026.05 | 84.15 | |
| DI-FGSMDetector=AASIST2, SSL Model=Wav2vec-X2026.05 | 83.93 | |
| TI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.05 | 83.59 | |
| C&WDetector=AASIST2, SSL Model=Wav2vec-B2026.05 | 83.48 | |
| C&WDetector=SLS, SSL Model=Unispeech-L2026.05 | 82.92 | |
| VMI-FGSMDetector=AASIST2, SSL Model=Unispeech-L2026.05 | 82.88 | |
| AWTDetector=AASIST2, SSL Model=Wav2vec-X2026.05 | 82.63 | |
| JointDetector=AASIST2, SSL Model=WavLM-B2026.05 | 82.28 | |
| MARSDetector=AASIST2, SSL Model=Hubert-L2026.05 | 81.7 | |
| TI-FGSMDetector=AASIST2, SSL Model=Unispeech-L2026.05 | 81.57 | |
| DI-FGSMDetector=AASIST2, SSL Model=Wav2vec-B2026.05 | 81.29 | |
| DI-FGSMDetector=AASIST2, SSL Model=Unispeech-L2026.05 | 80.83 | |
| MARSDetector=MultiConv, SSL Model=Wav2vec-X2026.05 | 80.83 | |
| SI-NI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.05 | 80.77 | |
| VMI-FGSMDetector=MultiConv, SSL Model=Unispeech-B2026.05 | 80.77 | |
| MI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.05 | 80.72 | |
| SI-NI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 80.7 | |
| SI-NI-FGSMDetector=AASIST2, SSL Model=WavLM-L2026.05 | 80.63 | |
| JointDetector=AASIST2, SSL Model=WavLM-L2026.05 | 80.6 | |
| MARSDetector=SLS, SSL Model=Hubert-L2026.05 | 80.48 | |
| TI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.05 | 80.21 | |
| C&WDetector=AASIST2, SSL Model=WavLM-L2026.05 | 80.01 | |
| VMI-FGSMDetector=SLS, SSL Model=Unispeech-L2026.05 | 79.95 | |
| VMI-FGSMDetector=MultiConv, SSL Model=Hubert-S2026.05 | 79.85 | |
| JointDetector=AASIST2, SSL Model=Unispeech-L2026.05 | 79.75 | |
| AWTDetector=AASIST2, SSL Model=Wav2vec-B2026.05 | 78.5 | |
| VMI-FGSMDetector=MultiConv, SSL Model=WavLM-B2026.05 | 78.46 | |
| AWTDetector=MultiConv, SSL Model=Hubert-S2026.05 | 78.1 | |
| MI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 77.71 | |
| JointDetector=SLS, SSL Model=WavLM-B2026.05 | 77.56 | |
| JointDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 77.39 | |
| MARSDetector=SLS, SSL Model=Wav2vec-B2026.05 | 77.23 | |
| VMI-FGSMDetector=SLS, SSL Model=Hubert-S2026.05 | 76.63 | |
| SI-NI-FGSMDetector=MultiConv, SSL Model=Hubert-S2026.05 | 76.57 | |
| JointDetector=MultiConv, SSL Model=Unispeech-B2026.05 | 76.37 | |
| AWTDetector=AASIST2, SSL Model=Unispeech-B2026.05 | 76.35 | |
| AWTDetector=SLS, SSL Model=Unispeech-B2026.05 | 76.35 | |
| AWTDetector=MultiConv, SSL Model=Unispeech-B2026.05 | 76.34 | |
| SI-NI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.05 | 76.29 | |
| DI-FGSMDetector=AASIST2, SSL Model=Hubert-L2026.05 | 76.14 | |
| VMI-FGSMDetector=MultiConv, SSL Model=WavLM-L2026.05 | 76.03 | |
| AWTDetector=AASIST2, SSL Model=WavLM-L2026.05 | 75.94 | |
| SI-NI-FGSMDetector=AASIST2, SSL Model=Wav2vec-X2026.05 | 75.94 | |
| JointDetector=MultiConv, SSL Model=WavLM-B2026.05 | 75.74 | |
| TI-FGSMDetector=AASIST2, SSL Model=Hubert-L2026.05 | 75.69 | |
| TI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.05 | 75.67 | |
| TI-FGSMDetector=SLS, SSL Model=Hubert-S2026.05 | 75.47 | |
| AWTDetector=SLS, SSL Model=WavLM-B2026.05 | 75.38 | |
| SI-NI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.05 | 75.32 | |
| TI-FGSMDetector=AASIST2, SSL Model=Wav2vec-B2026.05 | 75.23 | |
| VMI-FGSMDetector=AASIST2, SSL Model=Hubert-L2026.05 | 75.19 | |
| TI-FGSMDetector=SLS, SSL Model=WavLM-B2026.05 | 75.16 | |
| MI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.05 | 75.04 |