Classify Murmurs On Circor Digiscope
Metrics
Weighted Accuracy
Weighted accuracy (cross-val)
Weighted accuracy (validation)
Results
Performance results of various models on this benchmark
Model Name | Weighted Accuracy | Weighted accuracy (cross-val) | Weighted accuracy (validation) | Paper Title | Repository |
|---|---|---|---|---|---|
| Inception Time | 0.593 | 0.497±0.083 | 0.522 | Phonocardiogram Classification Using 1-Dimensional Inception Time Convolutional Neural Networks | |
| DBResNet | 0.771 | - | 0.768 | Dual Bayesian ResNet: A Deep Learning Approach to Heart Murmur Detection | |
| M2D | 0.832 | - | - | Exploring Pre-trained General-purpose Audio Representations for Heart Murmur Detection |
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