Audio Tagging on ESC-FreeGen50 (test)
64.32AccuracyProposed CSU
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed CSULabel corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 64.32 | 0.645 | 0.823 | 0.453 | |
| ρ-corrected DCLabel corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 64.12 | 0.644 | 0.82 | 0.453 | |
| UPSLabel corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 61.6 | 0.615 | 0.808 | 0.42 | |
| BootstrappingLabel corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 61.2 | 0.612 | 0.805 | 0.417 | |
| Asymmetric Polynomial Loss (APL)Label corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 60.72 | 0.611 | 0.807 | 0.409 | |
| Asymmetric Loss (ASL)Label corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 53.88 | 0.55 | 0.825 | 0.343 | |
| Symmetric Cross Entropy (SCE)Label corruption ratio=50%, Label corruption distribution (SAN/MAN/SLN)=1:1:12026.05 | 38.96 | 0.39 | 0.689 | 0.194 |