Respiratory sound classification on Dataset 1 Binary (test)
78.2AccuracyC2GA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| C2GACategory=Ours, Backbone=CNN14, Classification Head=SE-Head2026.06 | 78.2 | 76.4 | 77.15 | |
| AudioLDM2Category=Diffusion, Backbone=CNN14, Classification Head=SE-Head2026.06 | 77.35 | 74.8 | 75.8 | |
| AFTCategory=Diffusion, Backbone=CNN14, Classification Head=SE-Head2026.06 | 77.1 | 74.5 | 75.4 | |
| WaveGANCategory=Generative, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.85 | 73.2 | 74.6 | |
| ESPnet-SE++Category=Traditional, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.6 | 72.45 | 74.05 | |
| DCRNCategory=Traditional, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.45 | 72.1 | 73.8 | |
| Focal LossCategory=Cost-Sensitive, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.4 | 73.15 | 74.35 | |
| WBCECategory=Cost-Sensitive, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.25 | 72.8 | 74.05 | |
| Conv-VAECategory=Generative, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.2 | 72 | 73.5 | |
| Real-only (No Aug)Category=Baseline, Backbone=CNN14, Classification Head=SE-Head2026.06 | 76.03 | 71.5 | 73.2 |