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Benchmarks
Audio Tagging on ESC-FreeGen50 (test)
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64.32
Accuracy
Proposed CSU
37.9456
44.7928
51.64
58.4872
May 17, 2026
Accuracy
F1 Score
ROC-AUC
mAP
Updated 15d ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
ROC-AUC
mAP
Proposed CSU
Label corruption ratio...
2026.05
64.32
0.645
0.823
0.453
ρ-corrected DC
Label corruption ratio...
2026.05
64.12
0.644
0.82
0.453
UPS
Label corruption ratio...
2026.05
61.6
0.615
0.808
0.42
Bootstrapping
Label corruption ratio...
2026.05
61.2
0.612
0.805
0.417
Asymmetric Polynomial Loss (APL)
Label corruption ratio...
2026.05
60.72
0.611
0.807
0.409
Asymmetric Loss (ASL)
Label corruption ratio...
2026.05
53.88
0.55
0.825
0.343
Symmetric Cross Entropy (SCE)
Label corruption ratio...
2026.05
38.96
0.39
0.689
0.194
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