VPD screening on Out-of-domain heterogeneous public Internet recordings (test)
69.5AccuracySupCon Nasality (256-d)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SupCon Nasality (256-d)Classifier=MLP, Decision threshold=0.5, Embeddings=256-d, Aggregation=recording-level2026.03 | 69.5 | — | — | 67.9 | |
| SupCon Nasality (256-d)Classifier=SVM, Decision threshold=0.5, Embeddings=256-d, Aggregation=recording-level2026.03 | 67.2 | — | — | 65.8 | |
| SupCon Nasality (256-d)Classifier=Logistic Regression, Decision threshold=0.5, Embeddings=256-d, Aggregation=recording-level2026.03 | 66.4 | — | — | 66.2 | |
| SupCon Nasality (256-d)Classifier=XGBoost, Decision threshold=0.5, Embeddings=256-d, Aggregation=recording-level2026.03 | 65.5 | — | — | 65.8 | |
| MFCCClassifier=SVM, Decision threshold=0.52026.03 | 64.1 | — | — | 61.2 | |
| MFCCClassifier=Logistic Regression, Decision threshold=0.52026.03 | 60.3 | — | — | 56 | |
| MFCCClassifier=XGBoost, Decision threshold=0.52026.03 | 55 | — | — | 47.3 | |
| MFCCClassifier=MLP, Decision threshold=0.52026.03 | 51.2 | — | — | 43.2 | |
| Wav2Vec2Classifier=MLP, Decision threshold=0.52026.03 | 51.2 | — | — | 43.2 | |
| Wav2Vec2Classifier=Logistic Regression, Decision threshold=0.52026.03 | 50.4 | — | — | 42.7 | |
| Data2VecClassifier=SVM, Decision threshold=0.52026.03 | 50.4 | — | — | 41.9 | |
| Wav2Vec2Classifier=SVM, Decision threshold=0.52026.03 | 50.4 | — | — | 40.2 | |
| HuBERTClassifier=MLP, Decision threshold=0.52026.03 | 50.4 | — | — | 39.3 | |
| Data2VecClassifier=MLP, Decision threshold=0.52026.03 | 48.9 | — | — | 41.7 | |
| Wav2Vec2Classifier=XGBoost, Decision threshold=0.52026.03 | 48.9 | — | — | 39.3 | |
| HuBERTClassifier=Logistic Regression, Decision threshold=0.52026.03 | 48.9 | — | — | 36.4 | |
| Data2VecClassifier=XGBoost, Decision threshold=0.52026.03 | 48.1 | — | — | 39.7 | |
| HuBERTClassifier=SVM, Decision threshold=0.52026.03 | 48.1 | — | — | 34.9 | |
| HuBERTClassifier=XGBoost, Decision threshold=0.52026.03 | 48.1 | — | — | 34.9 | |
| Data2VecClassifier=Logistic Regression, Decision threshold=0.52026.03 | 47.3 | — | — | 41.3 | |
| WhisperClassifier=Logistic Regression, Decision threshold=0.52026.03 | 47.3 | — | — | 33.4 | |
| WhisperClassifier=XGBoost, Decision threshold=0.52026.03 | 47.3 | — | — | 33.4 | |
| WhisperClassifier=MLP, Decision threshold=0.52026.03 | 47.3 | — | — | 33.4 | |
| WhisperClassifier=SVM, Decision threshold=0.52026.03 | 46.6 | — | — | 31.8 |