Heart Murmur Shape Classification on CirCor DigiScope (5-fold cross-val)
98.43SpecificityProposed II (Projection of multiple murmurs)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Proposed II (Projection of multiple murmurs)2026.04 | 98.43 | 81.87 | 95.96 | |
| Proposed I (Projection of single murmur)2026.04 | 95.15 | 79.66 | 91.84 | |
| Proposed transformerFeatures=WVD2026.04 | 93.85 | 79.08 | 89.85 | |
| Proposed transformerFeatures=CWT2026.04 | 93 | 77.91 | 88.9 | |
| PCTMF-NetFeatures=CWT2026.04 | 92.17 | 77.03 | 87.42 | |
| ResNetFeatures=CWT2026.04 | 91.16 | 75.39 | 85.92 | |
| Proposed transformerFeatures=STFT2026.04 | 90.26 | 73.2 | 86.42 | |
| PCTMF-NetFeatures=STFT2026.04 | 89.75 | 71.93 | 83.31 | |
| ResNetFeatures=WVD2026.04 | 89.31 | 73.05 | 83.64 | |
| ResNetFeatures=STFT2026.04 | 88.78 | 70.79 | 81.26 |