AI-Generated Music Detection on SONICS
0EER (Suno V2)Class-Conditional MusicDET
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Class-Conditional MusicDETZero-Shot=false, Method Category=Spectrogram-Based2026.05 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Spec-ViTZero-Shot=false, Method Category=Spectrogram-Based2026.05 | 0.43 | 0.5 | 0.44 | 3.8 | 1 | 1.23 | |
| SpecTTTra-αZero-Shot=false, Method Category=Spectrogram-Based2026.05 | 0.7 | 1.34 | 0.93 | 7.83 | 2.5 | 2.66 | |
| SpecTTTra-βZero-Shot=false, Method Category=Spectrogram-Based2026.05 | 1.9 | 3 | 3.1 | 8.27 | 3.84 | 4.02 | |
| MusicDETZero-Shot=true, Method Category=Spectrogram-Based2026.05 | 2.8 | 3.2 | 2.93 | 2.73 | 2.8 | 2.89 | |
| SpecTTTra-γZero-Shot=false, Method Category=Spectrogram-Based2026.05 | 3.6 | 3.3 | 3.8 | 14.37 | 4.1 | 5.83 | |
| WPT-W2V2-AASISTZero-Shot=false, Method Category=Waveform-Based2026.05 | 14.63 | 7.84 | 14.6 | 19.47 | 13.26 | 13.96 | |
| W2V2-AASISTZero-Shot=false, Method Category=Waveform-Based, Full fine-tuning=true2026.05 | 16.2 | 0.37 | 0.47 | 24.97 | 21.7 | 12.74 | |
| MERT-AASISTZero-Shot=false, Method Category=Waveform-Based2026.05 | 16.27 | 16.3 | 19.34 | 25.3 | 17.7 | 18.98 | |
| W2V2-AASISTZero-Shot=false, Method Category=Waveform-Based2026.05 | 19.77 | 12.44 | 16.9 | 18.9 | 15.54 | 16.71 | |
| Spec-ConvNeXtZero-Shot=false, Method Category=Spectrogram-Based2026.05 | 21.37 | 20.9 | 22.84 | 24.5 | 2.44 | 18.41 | |
| AASISTZero-Shot=false, Method Category=Waveform-Based2026.05 | 25.37 | 18.3 | 22.8 | 29.4 | 17.23 | 22.62 | |
| MERT-AASISTZero-Shot=false, Method Category=Waveform-Based, Full fine-tuning=true2026.05 | 43.36 | 16.67 | 18.8 | 39.1 | 26.54 | 28.89 |