Heart Sound Classification on CinC 2016
92.48UARWav2Vec 2.0-based classifier
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Wav2Vec 2.0-based classifierFeatures=Raw Signal2025.09 | 92.48 | 92.98 | 93.63 | 92.48 | 94.93 | |
| PANNsFeatures=Mel-Spectrogram2025.09 | 89.7 | — | 88.6 | 96.9 | 79.1 | |
| YAMNetFeatures=Mel-Spectrogram2025.09 | 88.31 | 93.1 | 80.24 | 96.38 | 82.53 | |
| Deep CNNFeatures=Time-domain polynomial chirplet transform2025.09 | 85.16 | 85.16 | 85.16 | 85.16 | — | |
| Dense-FSNet with attentionFeatures=Spectrogram-image features2025.09 | 85.08 | 86.2 | — | — | 84.09 |