| VoxCeleb1 | ATST-C2F | Accuracy97.5 | | 58 | 4mo ago |
| VC1 | M2D/0.7 | Accuracy96.3 | | 33 | 4mo ago |
| SID | Audio-MAE (local) | Accuracy94.8 | | 30 | 4mo ago |
| VoxCeleb 1 | WQ-Fusion | Normalized Score98.5 | | 28 | 29d ago |
| LibriSpeech MF | BEATs (300M) Speech | Score98.6 | | 26 | 4mo ago |
| SUPERB SID | HuBERT | Accuracy81.42 | | 14 | 1mo ago |
| VOX1 (test) | ATST Base | Accuracy0.943 | | 14 | 4mo ago |
| VoxCeleb1 (test) | TARNet | Top-1 Accuracy96.25 | | 13 | 2mo ago |
| LibriSpeech (LBS) (test) | TARNet | Top-1 Accuracy99.25 | | 13 | 2mo ago |
| VoxCeleb Full (test) | Bloodroot-FT | BA91.77 | | 10 | 4mo ago |
| VoxCeleb 125 speakers (test) | PBSM | BA92.8 | | 10 | 4mo ago |
| VoxCeleb2 | Wav2vec 2.0 | Accuracy51.6 | | 9 | 3mo ago |
| Ouchi and Tsuboi Len-15 (test) | MPC-BERT | P@158.52 | | 8 | 4mo ago |
| Ouchi and Tsuboi Len-10 (test) | MPC-BERT | P@161 | | 8 | 4mo ago |
| Ouchi and Tsuboi Len-5 (test) | MPC-BERT | P@167.56 | | 8 | 4mo ago |
| Hu 2019 (test) | MPC-BERT | P@183.54 | | 8 | 4mo ago |
| VoxCeleb identification 1 | Proposed | Top-1 Accuracy87.66 | | 6 | 4mo ago |
| VCTK (Mixed) | | Accuracy77 | | 6 | 4mo ago |
| VoxCeleb1 ID (cross-validation) | ProtoSSL AudioSet | Accuracy42.6 | | 5 | 2mo ago |
| VOX 1 (evaluation) | HuBERT | Accuracy86.68 | | 5 | 3mo ago |
| VoxCeleb | AudioMAE | Accuracy94.8 | | 5 | 3mo ago |
| Speaker Identification (SID) (test) | SSAST 250 | Accuracy66.6 | | 5 | 4mo ago |
| LibriSpeech 2484 speakers (test) | SincNet | CER0.96 | | 4 | 4mo ago |
| TIMIT 462 speakers (test) | SincNet | CER85 | | 4 | 4mo ago |
| POLY-SIM 2026 (evaluation) | AMR | P3 Accuracy99.93 | | 2 | 25d ago |