Voice Classification on HC/PD/ALS Voice Cohort (Internal)
0.5462Balanced AccuracyCORAL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CORALSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.5462 | 0.36 | |
| Partial CDANSegment Length=4.0 s, Loss Function=CE2026.02 | 0.5379 | 0.28 | |
| XGBoost (eG)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.5238 | 0.24 | |
| FairPDASegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.5227 | 0.28 | |
| CORALSegment Length=4.0 s, Loss Function=CE2026.02 | 0.5209 | 0.35 | |
| ECAPA–TDNNSegment Length=4.0 s, Loss Function=CE2026.02 | 0.5168 | 0.28 | |
| MixStyleSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.5166 | 0.3 | |
| SVM (eG)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.5156 | 0.24 | |
| SVM (MFCC)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.5137 | 0.21 | |
| ECAPA–TDNNSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.5137 | 0.28 | |
| MixStyleSegment Length=4.0 s, Loss Function=CE2026.02 | 0.512 | 0.26 | |
| CDANSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.5109 | 0.27 | |
| FairPDASegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.5091 | 0.26 | |
| ResNet-18Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.5081 | 0.29 | |
| FairPDASegment Length=4.0 s, Loss Function=CE2026.02 | 0.5037 | 0.29 | |
| DANNSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4982 | 0.26 | |
| XGBoost (MFCC)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.4935 | 0.22 | |
| CDANSegment Length=4.0 s, Loss Function=CE2026.02 | 0.4916 | 0.29 | |
| ECAPA–TDNNSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.4887 | 0.28 | |
| Partial CDANSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.4868 | 0.28 | |
| Partial CDANSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.485 | 0.28 | |
| ResNet-18Segment Length=4.0 s, Loss Function=CE2026.02 | 0.4821 | 0.32 | |
| DANNSegment Length=4.0 s, Loss Function=CE2026.02 | 0.4734 | 0.25 | |
| FairPDASegment Length=2.0 s, Loss Function=CE2026.02 | 0.4699 | 0.22 | |
| XGBoost (eG)Segment Length=4.0 s, Loss Function=CE2026.02 | 0.4657 | 0.32 | |
| XGBoost (eG)Segment Length=2.0 s, Loss Function=CE2026.02 | 0.4653 | 0.32 | |
| ECAPA–TDNNSegment Length=2.0 s, Loss Function=CE2026.02 | 0.4652 | 0.24 | |
| ResNet-18Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.4635 | 0.31 | |
| DANNSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.462 | 0.26 | |
| CORALSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4597 | 0.36 | |
| XGBoost (eG)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4578 | 0.24 | |
| ResNet-18Segment Length=2.0 s, Loss Function=CE2026.02 | 0.4566 | 0.26 | |
| CDANSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4553 | 0.23 | |
| DANNSegment Length=2.0 s, Loss Function=CE2026.02 | 0.4542 | 0.25 | |
| XGBoost (MFCC)Segment Length=4.0 s, Loss Function=CE2026.02 | 0.45 | 0.23 | |
| Wav2Vec 2.0Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4477 | 0.14 | |
| XGBoost (MFCC)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4434 | 0.22 | |
| MixStyleSegment Length=2.0 s, Loss Function=CE2026.02 | 0.4402 | 0.21 | |
| XGBoost (MFCC)Segment Length=2.0 s, Loss Function=CE2026.02 | 0.439 | 0.22 | |
| CORALSegment Length=2.0 s, Loss Function=CE2026.02 | 0.4379 | 0.38 | |
| SVM (MFCC)Segment Length=4.0 s, Loss Function=CE2026.02 | 0.4367 | 0.23 | |
| Partial CDANSegment Length=2.0 s, Loss Function=CE2026.02 | 0.4268 | 0.2 | |
| SVM (eG)Segment Length=4.0 s, Loss Function=CE2026.02 | 0.4252 | 0.24 | |
| MixStyleSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4229 | 0.22 | |
| SVM (MFCC)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.421 | 0.24 | |
| SVM (MFCC)Segment Length=2.0 s, Loss Function=CE2026.02 | 0.4167 | 0.22 | |
| SVM (eG)Segment Length=2.0 s, Loss Function=CE2026.02 | 0.4165 | 0.23 | |
| SVM (eG)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 0.4146 | 0.23 | |
| CDANSegment Length=2.0 s, Loss Function=CE2026.02 | 0.4038 | 0.18 | |
| Wav2Vec 2.0Segment Length=2.0 s, Loss Function=CE2026.02 | 0.3756 | 0.14 | |
| Wav2Vec 2.0Segment Length=4.0 s, Loss Function=CE2026.02 | 0.3353 | 0.1 | |
| Wav2Vec 2.0Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 0.3285 | 0.09 |