4-class Respiratory Sound Classification on ICBHI 2017 (official 60-40% split)
0.8247SpecificityRepAugment
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RepAugmentBackbone=AST, Pretraining=IN + AS, Augmentation=RepAugment2026.01 | 0.8247 | 0.4055 | 0.6151 | |
| PAFABackbone=BEATs, Pretraining=AudioSet (AS)2026.01 | 0.8205 | 0.4763 | 0.6484 | |
| Patch-Mix CLBackbone=AST, Pretraining=IN + AS, Augmentation=Patch-Mix2026.01 | 0.8166 | 0.4307 | 0.6237 | |
| PC-MCLBackbone=BEATs, Pretraining=AudioSet (AS), Augmentation=Concat (same/cross-class)2026.01 | 0.7904 | 0.5171 | 0.6537 | |
| PC-MCLBackbone=AST, Pretraining=IN + AS, Augmentation=Concat (same/cross-class)2026.01 | 0.7854 | 0.4605 | 0.623 | |
| RespireNetBackbone=ResNet34, Pretraining=ImageNet (IN), Augmentation=Concat (same-class)2026.01 | 0.723 | 0.401 | 0.562 | |
| DomainBackbone=ResNeSt, Pretraining=ImageNet (IN), Augmentation=Splicing (same-class)2026.01 | 0.704 | 0.402 | 0.553 | |
| LungRN+NLBackbone=ResNet-NL, Augmentation=Mixup (2-label)2026.01 | 0.632 | 0.4132 | 0.5226 |