Synthetic speech detection on SingFake (dev)
92.28AccuracyMAMBA-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MAMBA-BProtocol=SIGNAL (KNN + GNN)2026.01 | 92.28 | 90.99 | 3.81 | |
| MAMBA-SProtocol=SIGNAL (KNN + GNN)2026.01 | 89.29 | 87.95 | 4.29 | |
| X-vectorProtocol=SIGNAL (KNN + GNN)2026.01 | 87.34 | 86.29 | 7.18 | |
| MAMBA-BProtocol=GNN2026.01 | 87.2 | 86.04 | 4.18 | |
| MAMBA-TProtocol=SIGNAL (KNN + GNN)2026.01 | 87.14 | 86.19 | 6.76 | |
| MAMBA-BProtocol=KNN2026.01 | 86.79 | 84.78 | 4.19 | |
| ECAPAProtocol=SIGNAL (KNN + GNN)2026.01 | 86.61 | 85.48 | 8.75 | |
| MAMBA-SProtocol=GNN2026.01 | 86.12 | 85.16 | 4.58 | |
| WhisperProtocol=SIGNAL (KNN + GNN)2026.01 | 85.52 | 84.41 | 4.92 | |
| wavLMProtocol=SIGNAL (KNN + GNN)2026.01 | 85.17 | 84.32 | 14.39 | |
| MAMBA-SProtocol=KNN2026.01 | 84.11 | 83.28 | 4.87 | |
| wav2vec 2.0Protocol=SIGNAL (KNN + GNN)2026.01 | 80.89 | 79.76 | 6.64 | |
| UnispeechProtocol=SIGNAL (KNN + GNN)2026.01 | 80.38 | 79.17 | 14.73 | |
| X-vectorProtocol=GNN2026.01 | 78.85 | 77.91 | 8.73 | |
| ECAPAProtocol=GNN2026.01 | 78.22 | 77.18 | 9.74 | |
| MAMBA-TProtocol=GNN2026.01 | 78.22 | 77.44 | 7.38 | |
| WhisperProtocol=GNN2026.01 | 77.45 | 76.44 | 6.17 | |
| MAMBA-TProtocol=KNN2026.01 | 76.65 | 75.32 | 7.99 | |
| wavLMProtocol=GNN2026.01 | 76.54 | 75.07 | 15.66 | |
| X-vectorProtocol=KNN2026.01 | 76.39 | 75.76 | 9.54 | |
| WhisperProtocol=KNN2026.01 | 75.51 | 74.31 | 7.57 | |
| wavLMProtocol=KNN2026.01 | 74.57 | 73.01 | 17.83 | |
| ECAPAProtocol=KNN2026.01 | 73.89 | 72.11 | 10.32 | |
| wav2vec 2.0Protocol=GNN2026.01 | 73.45 | 71.97 | 8.31 | |
| UnispeechProtocol=GNN2026.01 | 72.42 | 71.34 | 15.48 | |
| wav2vec 2.0Protocol=KNN2026.01 | 71.77 | 70.13 | 9.01 | |
| UnispeechProtocol=KNN2026.01 | 70.27 | 69.76 | 17.71 |