Voice Classification on HC/PD/ALS Voice Cohort Cross-Cohort (External)
45.87BalAccFairPDA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FairPDASegment Length=4.0 s, Loss Function=CE2026.02 | 45.87 | 0.17 | 0.04 | 0.07 | |
| FairPDASegment Length=2.0 s, Loss Function=CE+PN2026.02 | 45.52 | 0.18 | 0.07 | 0.11 | |
| CDANSegment Length=4.0 s, Loss Function=CE2026.02 | 44.33 | 0.16 | 0.11 | 0.16 | |
| ResNet-18Segment Length=4.0 s, Loss Function=CE2026.02 | 43.64 | 0.12 | 0.1 | 0.13 | |
| FairPDASegment Length=2.0 s, Loss Function=CE2026.02 | 43.13 | 0.14 | 0.06 | 0.09 | |
| ResNet-18Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 43.13 | 0.13 | 0.07 | 0.15 | |
| ResNet-18Segment Length=2.0 s, Loss Function=CE2026.02 | 42.78 | 0.11 | 0.15 | 0.2 | |
| MixStyleSegment Length=2.0 s, Loss Function=CE2026.02 | 42.52 | 0.13 | 0.14 | 0.21 | |
| FairPDASegment Length=4.0 s, Loss Function=CE+PN2026.02 | 42.19 | 0.19 | 0.04 | 0.06 | |
| Partial CDANSegment Length=2.0 s, Loss Function=CE2026.02 | 41.56 | 0.12 | 0.14 | 0.2 | |
| DANNSegment Length=2.0 s, Loss Function=CE2026.02 | 41.55 | 0.12 | 0.12 | 0.2 | |
| CDANSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 41.1 | 0.12 | 0.09 | 0.11 | |
| MixStyleSegment Length=4.0 s, Loss Function=CE2026.02 | 40.63 | 0.14 | 0.12 | 0.14 | |
| SVM (eG)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 40.2 | 0.09 | 0.05 | 0.12 | |
| DANNSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 39.86 | 0.1 | 0.17 | 0.17 | |
| ResNet-18Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 39.85 | 0.12 | 0.09 | 0.12 | |
| MixStyleSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 39.67 | 0.11 | 0.1 | 0.13 | |
| Wav2Vec 2.0Segment Length=2.0 s, Loss Function=CE2026.02 | 39.37 | 0.09 | 0.11 | 0.11 | |
| Partial CDANSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 39.07 | 0.1 | 0.09 | 0.2 | |
| MixStyleSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 39.04 | 0.08 | 0.12 | 0.14 | |
| Wav2Vec 2.0Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 38.8 | 0.11 | 0.1 | 0.1 | |
| SVM (MFCC)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 38.54 | 0.01 | 0.06 | 0.13 | |
| XGBoost (eG)Segment Length=2.0 s, Loss Function=CE2026.02 | 38.54 | 0.11 | 0.17 | 0.18 | |
| Wav2Vec 2.0Segment Length=4.0 s, Loss Function=CE2026.02 | 38.45 | 0.09 | 0.14 | 0.16 | |
| CDANSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 38.33 | 0.09 | 0.2 | 0.22 | |
| Wav2Vec 2.0Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 38.28 | 0.08 | 0.06 | 0.09 | |
| SVM (MFCC)Segment Length=4.0 s, Loss Function=CE2026.02 | 38.19 | 0.09 | 0.25 | 0.23 | |
| DANNSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 38.1 | 0.08 | 0.15 | 0.15 | |
| DANNSegment Length=4.0 s, Loss Function=CE2026.02 | 37.91 | 0.11 | 0.14 | 0.27 | |
| SVM (MFCC)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 37.57 | 0.09 | 0.06 | 0.13 | |
| XGBoost (eG)Segment Length=4.0 s, Loss Function=CE2026.02 | 37.52 | 0.09 | 0.12 | 0.17 | |
| SVM (eG)Segment Length=4.0 s, Loss Function=CE2026.02 | 37.37 | 0.09 | 0.22 | 0.22 | |
| CORALSegment Length=4.0 s, Loss Function=CE2026.02 | 36.93 | 0.07 | 0.14 | 0.21 | |
| CORALSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 36.32 | 0.06 | 0.13 | 0.13 | |
| Partial CDANSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 36.1 | 0.04 | 0.22 | 0.24 | |
| ECAPA–TDNNSegment Length=2.0 s, Loss Function=CE2026.02 | 35.35 | 0.03 | 0.08 | 0.15 | |
| XGBoost (MFCC)Segment Length=2.0 s, Loss Function=CE2026.02 | 35.12 | 0.04 | 0.2 | 0.22 | |
| CORALSegment Length=2.0 s, Loss Function=CE2026.02 | 34.93 | 0.05 | 0.09 | 0.15 | |
| Partial CDANSegment Length=4.0 s, Loss Function=CE2026.02 | 34.93 | 0.06 | 0.12 | 0.17 | |
| XGBoost (eG)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 34.82 | -0.05 | 0.06 | 0.19 | |
| CDANSegment Length=2.0 s, Loss Function=CE2026.02 | 33.97 | 0.03 | 0.15 | 0.24 | |
| SVM (MFCC)Segment Length=2.0 s, Loss Function=CE2026.02 | 33.73 | -0.01 | 0.17 | 0.18 | |
| SVM (eG)Segment Length=2.0 s, Loss Function=CE2026.02 | 33.65 | 0 | 0.19 | 0.2 | |
| SVM (eG)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 33.26 | 0.02 | 0.05 | 0.08 | |
| ECAPA–TDNNSegment Length=4.0 s, Loss Function=CE+PN2026.02 | 33.19 | 0 | 0.11 | 0.15 | |
| XGBoost (MFCC)Segment Length=4.0 s, Loss Function=CE2026.02 | 32.86 | 0 | 0.12 | 0.13 | |
| ECAPA–TDNNSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 32.6 | 0 | 0.08 | 0.15 | |
| ECAPA–TDNNSegment Length=4.0 s, Loss Function=CE2026.02 | 32.39 | -0.01 | 0.14 | 0.16 | |
| XGBoost (MFCC)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 31.68 | -0.02 | 0.12 | 0.21 | |
| XGBoost (MFCC)Segment Length=4.0 s, Loss Function=CE+PN2026.02 | 31.68 | -0.02 | 0.12 | 0.21 | |
| CORALSegment Length=2.0 s, Loss Function=CE+PN2026.02 | 30.48 | -0.01 | 0.19 | 0.25 | |
| XGBoost (eG)Segment Length=2.0 s, Loss Function=CE+PN2026.02 | 28.74 | -0.05 | 0.06 | 0.19 |