Synthetic Speech Detection on SingFake (ID/OOD)
79.66AccuracyMAMBA-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MAMBA-BProtocol=SIGNAL (KNN + GNN)2026.01 | 79.66 | 78.55 | 7.92 | |
| X-vectorProtocol=SIGNAL (KNN + GNN)2026.01 | 77.64 | 76.86 | 14.88 | |
| MAMBA-SProtocol=SIGNAL (KNN + GNN)2026.01 | 77.26 | 76.49 | 10.38 | |
| ECAPAProtocol=SIGNAL (KNN + GNN)2026.01 | 76.04 | 75.2 | 19.07 | |
| MAMBA-TProtocol=SIGNAL (KNN + GNN)2026.01 | 73.96 | 72.29 | 13.92 | |
| MAMBA-BProtocol=GNN2026.01 | 73.47 | 72.52 | 9.52 | |
| wavLMProtocol=SIGNAL (KNN + GNN)2026.01 | 72.41 | 71.33 | 16.02 | |
| X-vectorProtocol=GNN2026.01 | 71.77 | 70.26 | 15.36 | |
| MAMBA-SProtocol=GNN2026.01 | 71.42 | 70.42 | 11.96 | |
| WhisperProtocol=SIGNAL (KNN + GNN)2026.01 | 70.46 | 69.61 | 14.13 | |
| MAMBA-BProtocol=KNN2026.01 | 70.14 | 69.07 | 10.71 | |
| wav2vec 2.0Protocol=SIGNAL (KNN + GNN)2026.01 | 70.06 | 69.15 | 13.83 | |
| ECAPAProtocol=GNN2026.01 | 70.05 | 69.27 | 19.56 | |
| UnispeechProtocol=SIGNAL (KNN + GNN)2026.01 | 68.32 | 67.36 | 15.67 | |
| ECAPAProtocol=KNN2026.01 | 68.28 | 65.22 | 21.36 | |
| MAMBA-TProtocol=GNN2026.01 | 67.97 | 67.15 | 14.28 | |
| MAMBA-SProtocol=KNN2026.01 | 67.64 | 66.91 | 13.74 | |
| X-vectorProtocol=KNN2026.01 | 67.31 | 66.34 | 16.35 | |
| wavLMProtocol=GNN2026.01 | 66.79 | 66.12 | 16.27 | |
| WhisperProtocol=GNN2026.01 | 64.98 | 64.07 | 16.19 | |
| wav2vec 2.0Protocol=GNN2026.01 | 64.65 | 63.81 | 14.34 | |
| MAMBA-TProtocol=KNN2026.01 | 64.15 | 62.78 | 15.25 | |
| wavLMProtocol=KNN2026.01 | 63.44 | 61.52 | 18.87 | |
| UnispeechProtocol=GNN2026.01 | 63.01 | 62.26 | 17.08 | |
| WhisperProtocol=KNN2026.01 | 62.97 | 61.04 | 18.26 | |
| wav2vec 2.0Protocol=KNN2026.01 | 61.72 | 60.19 | 15.61 | |
| UnispeechProtocol=KNN2026.01 | 61.19 | 60.26 | 19.17 |