Respiratory sound classification on Dataset 2 Noisy 3-Class (test)
49.85AccuracyC2GA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| C2GACategory=Ours, Backbone=CNN14, Classification Head=SE-Head2026.06 | 49.85 | 49.2 | 49.5 | |
| AudioLDM2Category=Diffusion, Backbone=CNN14, Classification Head=SE-Head2026.06 | 48.1 | 46.9 | 47.3 | |
| AFTCategory=Diffusion, Backbone=CNN14, Classification Head=SE-Head2026.06 | 47.5 | 46.2 | 46.8 | |
| WaveGANCategory=Generative, Backbone=CNN14, Classification Head=SE-Head2026.06 | 46.8 | 44.5 | 45.1 | |
| Focal LossCategory=Cost-Sensitive, Backbone=CNN14, Classification Head=SE-Head2026.06 | 46.5 | 44.1 | 45.15 | |
| ESPnet-SE++Category=Traditional, Backbone=CNN14, Classification Head=SE-Head2026.06 | 46.45 | 43.1 | 44.5 | |
| DCRNCategory=Traditional, Backbone=CNN14, Classification Head=SE-Head2026.06 | 46.1 | 42.5 | 43.9 | |
| Conv-VAECategory=Generative, Backbone=CNN14, Classification Head=SE-Head2026.06 | 46.05 | 43.8 | 44.2 | |
| WBCECategory=Cost-Sensitive, Backbone=CNN14, Classification Head=SE-Head2026.06 | 45.8 | 43.4 | 44.55 | |
| Real-only (No Aug)Category=Baseline, Backbone=CNN14, Classification Head=SE-Head2026.06 | 45.23 | 41.6 | 42.85 |