AI-Generated Music Detection on FakeMusicCaps
4.51EERMusicDET
Evaluation Results
| Method | Links | |
|---|---|---|
| MusicDETMethod Category=Spectrogram-Based Methods, Speed (M/S)=516, FLOPs (G)=4.09, Memory (GB)=0.11, Param. (M)=8.13, Full fine-tuning=false2026.05 | 4.51 | |
| W2V2-AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=158, FLOPs (G)=73.23, Memory (GB)=3.68, Param. (M)=315.89, Full fine-tuning=true2026.05 | 11.46 | |
| MERT-AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=173, FLOPs (G)=73.20, Memory (GB)=3.68, Param. (M)=315.88, Full fine-tuning=true2026.05 | 15.64 | |
| WPT-W2V2-AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=140, FLOPs (G)=76.29, Memory (GB)=1.33, Param. (M)=0.69, Full fine-tuning=false2026.05 | 17.61 | |
| SpecTTTra-αMethod Category=Spectrogram-Based Methods, Speed (M/S)=810, FLOPs (G)=2.85, Memory (GB)=0.33, Param. (M)=16.83, Full fine-tuning=false2026.05 | 17.63 | |
| SpecTTTra-βMethod Category=Spectrogram-Based Methods, Speed (M/S)=839, FLOPs (G)=1.14, Memory (GB)=0.21, Param. (M)=16.99, Full fine-tuning=false2026.05 | 18.66 | |
| SpecTTTra-γMethod Category=Spectrogram-Based Methods, Speed (M/S)=846, FLOPs (G)=0.74, Memory (GB)=0.21, Param. (M)=17.17, Full fine-tuning=false2026.05 | 19 | |
| Spec-ConvNeXtMethod Category=Spectrogram-Based Methods, Speed (M/S)=805, FLOPs (G)=1.47, Memory (GB)=0.34, Param. (M)=27.82, Full fine-tuning=false2026.05 | 21.05 | |
| Spec-ViTMethod Category=Spectrogram-Based Methods, Speed (M/S)=807, FLOPs (G)=1.08, Memory (GB)=0.21, Param. (M)=16.69, Full fine-tuning=false2026.05 | 22.65 | |
| MERT-AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=175, FLOPs (G)=73.20, Memory (GB)=1.33, Param. (M)=0.45, Full fine-tuning=false2026.05 | 23.27 | |
| W2V2-AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=157, FLOPs (G)=73.23, Memory (GB)=1.33, Param. (M)=0.45, Full fine-tuning=false2026.05 | 25.8 | |
| AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=271, FLOPs (G)=9.62, Memory (GB)=0.20, Param. (M)=0.30, Full fine-tuning=false2026.05 | 32.73 |