Bandwidth Extension on FMA small
0.94STFT-DAero
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AeroGFLOPS=85, Evaluation Scenario=Raw audio baseline2025.05 | 0.94 | 0.07 | 1.7 | 0.24 | 0.03 | 0.76 | |
| MusicHiFi-BWEGFLOPS=111, Evaluation Scenario=Raw audio baseline2025.05 | 0.99 | 0.09 | 1.74 | 0.24 | 0.02 | 0.76 | |
| VAE rec.GFLOPS=51, Evaluation Scenario=Reconstruction error of autoencoder2025.05 | 1.13 | 0.58 | 1.38 | 0.57 | 0.46 | 0.76 | |
| Ours (M)GFLOPS=1.6, Loss Function=L1, mel, Model Size=Medium2025.05 | 1.35 | 0.55 | 1.73 | 0.6 | 0.42 | 0.92 | |
| Ours (M)GFLOPS=1.6, Loss Function=L1, Discr., Model Size=Medium2025.05 | 1.38 | 0.58 | 1.72 | 0.67 | 0.48 | 0.98 | |
| Ours (S)GFLOPS=0.4, Loss Function=L1, Discr., Model Size=Small2025.05 | 1.38 | 0.58 | 1.71 | 0.67 | 0.48 | 0.97 | |
| Ours (M)GFLOPS=1.6, Loss Function=L1, Model Size=Medium2025.05 | 1.41 | 0.58 | 1.78 | 0.69 | 0.48 | 1.03 | |
| VAE + AeroGFLOPS=85, Evaluation Scenario=Transmission scenario2025.05 | 1.43 | 0.58 | 1.73 | 0.67 | 0.46 | 0.94 | |
| VAE + MusicHiFi-BWEGFLOPS=111, Evaluation Scenario=Transmission scenario2025.05 | 1.47 | 0.58 | 1.78 | 0.68 | 0.46 | 0.98 |