Heart Murmur Detection on CirCor DigiScope (test)
83.2Weighted AccuracyM2D
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| M2DModel Category=Pre-trained general-purpose audio representations, Label decision rule=Per-patient heuristic2024.04 | 83.2 | 71.3 | 91.1 | 36.1 | 86.8 | |
| AST+M2DModel Category=Ensemble, Label decision rule=Per-patient heuristic2024.04 | 83.2 | 73.3 | 89.9 | 43.8 | 86.2 | |
| CNN14+M2DModel Category=Ensemble, Label decision rule=Per-patient heuristic2024.04 | 82.9 | 71.9 | 89.8 | 39.1 | 86.8 | |
| BYOL-A+M2DModel Category=Ensemble, Label decision rule=Per-patient heuristic2024.04 | 81.7 | 72.1 | 87 | 43.2 | 86.2 | |
| Panah et al.Model Category=Previous studies, Label decision rule=Per-patient heuristic2024.04 | 80 | 70 | 86 | 41 | 83 | |
| CUED_AcousticsModel Category=Previous studies, Label decision rule=Per-patient heuristic2024.04 | 80 | 68 | 93 | 34 | 78 | |
| ASTModel Category=Pre-trained general-purpose audio representations, Label decision rule=Per-patient heuristic2024.04 | 65.4 | 67.2 | 74.4 | 76.9 | 50.5 | |
| CNN14Model Category=Pre-trained general-purpose audio representations, Label decision rule=Per-patient heuristic2024.04 | 58.2 | 54.8 | 75 | 50.6 | 38.8 | |
| BYOL-AModel Category=Pre-trained general-purpose audio representations, Label decision rule=Per-patient heuristic2024.04 | 55.6 | 55.6 | 59 | 57.3 | 50.7 |