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ResearchFormerly WizWand

AI-Generated Music Detection on FakeMusicCaps

4.51EERMusicDET
3.381211.000618.6226.2394May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MusicDETMethod Category=Spectrogram-Based Methods, Speed (M/S)=516, FLOPs (G)=4.09, Memory (GB)=0.11, Param. (M)=8.13, Full fine-tuning=false2026.054.51
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=true2026.0511.46
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=true2026.0515.64
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=false2026.0517.61
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=false2026.0517.63
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=false2026.0518.66
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=false2026.0519
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=false2026.0521.05
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=false2026.0522.65
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=false2026.0523.27
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=false2026.0525.8
AASISTMethod Category=Waveform-Based Methods, Speed (M/S)=271, FLOPs (G)=9.62, Memory (GB)=0.20, Param. (M)=0.30, Full fine-tuning=false2026.0532.73