Respiratory Sound Classification on ICBHI In-Distribution
89.6SpecificityMeta-Ensemble
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Meta-EnsembleSplit strategy=Fixed Split, Data granularity level=S-level2026.04 | 89.6 | 43.54 | 66.49 | |
| Meta-EnsembleSplit strategy=5-Fold, Data granularity level=S-level2026.04 | 86.16 | 45.1 | 65.63 | |
| Meta-EnsembleSplit strategy=Fixed Split, Data granularity level=P-level2026.04 | 83.86 | 43.49 | 63.67 | |
| Bae et al. (Patch-Mix CL)Training protocol=Patch-Mix CL2026.04 | 81.66 | 43.07 | 62.37 | |
| Kim et al. (BTS)Training protocol=BTS2026.04 | 81.4 | 45.67 | 63.54 | |
| Kim et al. (Audio-CLAP)Training protocol=Audio-CLAP2026.04 | 80.85 | 44.67 | 62.56 | |
| Meta-EnsembleSplit strategy=5-Fold, Data granularity level=P-level2026.04 | 80.65 | 46.93 | 63.79 | |
| Kim et al. (SG-SCL)Training protocol=SG-SCL2026.04 | 79.87 | 43.55 | 61.71 | |
| Bae et al. (Fine-tuning)Training protocol=Fine-tuning2026.04 | 77.14 | 41.97 | 59.55 |