Respiratory Sound Classification on AKGC417L (IND)
81.65Overall ScoreSG-SCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SG-SCLBackbone=AST, Evaluation Protocol=FedDG2026.05 | 81.65 | — | — | |
| FedSRCriteria=FL2026.05 | 81.62 | 90.03 | 73.21 | |
| BTSBackbone=CLAP, Evaluation Protocol=FedDG2026.05 | 81.12 | — | — | |
| FedCAugCriteria=FL2026.05 | 80.62 | 89.25 | 71.98 | |
| RepAugmentCriteria=DA2026.05 | 80.54 | 92.76 | 68.32 | |
| GainCriteria=DA2026.05 | 80.53 | 91 | 70.06 | |
| CutMixCriteria=DA2026.05 | 80.51 | 91.11 | 69.92 | |
| MixupCriteria=DA2026.05 | 80.48 | 90.98 | 69.98 | |
| BTS-CAFECriteria=Proposed2026.05 | 80.45 | 87.48 | 73.41 | |
| BTS-CAFEBackbone=CLAP, Evaluation Protocol=FedDG2026.05 | 80.45 | — | — | |
| BTS-CARDBackbone=CLAP, Evaluation Protocol=FedDG2026.05 | 80.24 | — | — | |
| AST-CEBackbone=AST, Evaluation Protocol=FedDG2026.05 | 80.06 | — | — | |
| SpecAugmentCriteria=DA2026.05 | 80.02 | 92.69 | 67.35 | |
| FedIIRCriteria=FL2026.05 | 79.89 | 92.46 | 67.33 | |
| FedAvgCriteria=FL2026.05 | 79.83 | 94.34 | 65.32 | |
| PatchMix-CLBackbone=AST, Evaluation Protocol=FedDG2026.05 | 79.26 | — | — | |
| PromptFLCriteria=FL2026.05 | 78.81 | 87.3 | 70.32 |