Respiratory sound classification on ICBHI 2017 (official)
85.13SpecificityAdaptive Differential Denoising
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Adaptive Differential DenoisingBackbone=AST, Architecture=Transformer2025.06 | 85.13 | 45.94 | 65.53 | |
| ADD-AST2025.12 | 85.13 | 45.94 | 65.53 | |
| Adaptive Differential DenoisingBackbone=ResNet-50, Architecture=CNN2025.06 | 83.76 | 34.18 | 58.97 | |
| RepAugmentArchitecture=Transformer2025.06 | 82.47 | 40.55 | 61.51 | |
| RepAugment2025.12 | 82.47 | 40.55 | 61.51 | |
| CycleGuardianArchitecture=Transformer2025.06 | 82.06 | 44.47 | 63.26 | |
| CycleGuardian2025.12 | 82.06 | 44.47 | 63.26 | |
| Patch-Mix CLArchitecture=Transformer2025.06 | 81.66 | 43.07 | 62.37 | |
| Patch-Mix CL2025.12 | 81.66 | 43.07 | 62.37 | |
| M2DArchitecture=Transformer2025.06 | 81.51 | 45.08 | 63.29 | |
| M2D2025.12 | 81.51 | 45.08 | 63.29 | |
| BTSArchitecture=Transformer2025.06 | 81.4 | 45.67 | 63.54 | |
| BTS2025.12 | 81.4 | 45.67 | 63.54 | |
| AFT on Mixed-500Architecture=Transformer2025.06 | 80.72 | 42.86 | 61.79 | |
| AFTvariant=Mixed-5002025.12 | 80.72 | 42.86 | 61.79 | |
| MVSTArchitecture=Transformer2025.06 | 80.6 | 44.39 | 62.5 | |
| MVST2025.12 | 80.6 | 44.39 | 62.5 | |
| LungAdapterArchitecture=Transformer2025.06 | 80.43 | 44.37 | 62.4 | |
| LungAdapter2025.12 | 80.43 | 44.37 | 62.4 | |
| SG-SCLArchitecture=Transformer2025.06 | 79.87 | 43.55 | 61.71 | |
| SG-SCL2025.12 | 79.87 | 43.55 | 61.71 | |
| CoTuningArchitecture=CNN2025.06 | 79.34 | 37.24 | 58.29 | |
| StochNormArchitecture=CNN2025.06 | 78.86 | 36.4 | 57.63 | |
| AST Fine-tuningArchitecture=Transformer2025.06 | 77.14 | 41.97 | 59.55 | |
| ASTmode=Fine-tuning2025.12 | 77.14 | 41.97 | 59.55 | |
| DATArchitecture=Transformer2025.06 | 77.11 | 42.5 | 59.81 | |
| DAT2025.12 | 77.11 | 42.5 | 59.81 | |
| SCLArchitecture=CNN2025.06 | 75.95 | 39.15 | 57.55 | |
| RespireNetArchitecture=CNN2025.06 | 72.3 | 40.1 | 56.2 | |
| Wang et al. (Splice)Architecture=CNN2025.06 | 70.4 | 40.2 | 55.3 | |
| Chang et al.Architecture=CNN2025.06 | 69.92 | 35.85 | 52.89 | |
| LungRN+NLArchitecture=CNN2025.06 | 63.2 | 41.32 | 52.26 |