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ResearchFormerly WizWand

Multi-label classification on birds (Macro-AUC, Ranking-Loss)

80.9Macro-AUCD2ACE
64.592868.826473.0677.2936May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
D2ACEModel framework=CLIF2026.0580.90.172
D2ACEBase Model=CLIF2026.0580.9—
ML-UncModel framework=CLIF2026.0580.50.1705
ML-UncBase Model=CLIF2026.0580.5—
BalanceModel framework=CLIF2026.0580.460.1728
BalanceBase Model=CLIF2026.0580.46—
Hard-ImbModel framework=CLIF2026.0580.450.1739
Hard-ImbBase Model=CLIF2026.0580.45—
ActiveModel framework=CLIF2026.0580.370.171
ActiveBase Model=CLIF2026.0580.37—
RandomModel framework=CLIF2026.0580.260.1777
RandomBase Model=CLIF2026.0580.26—
DIHCLModel framework=CLIF2026.0580.250.1773
DIHCLBase Model=CLIF2026.0580.25—
RecentModel framework=CLIF2026.0580.060.1822
RecentBase Model=CLIF2026.0580.06—
BalanceBase Model=DELA2026.0567.82—
ActiveBase Model=DELA2026.0567.63—
D2ACEBase Model=DELA2026.0567.51—
ML-UncBase Model=DELA2026.0567.05—
Hard-ImbBase Model=DELA2026.0566.83—
RandomBase Model=DELA2026.0566.7—
DIHCLBase Model=DELA2026.0566.67—
RecentBase Model=DELA2026.0566.62—
D2ACEBase Model=PACA2026.0566.49—
BalanceBase Model=PACA2026.0566.33—
Hard-ImbBase Model=PACA2026.0566.25—
ML-UncBase Model=PACA2026.0566.21—
ActiveBase Model=PACA2026.0566.03—
RecentBase Model=PACA2026.0565.84—
RandomBase Model=PACA2026.0565.22—
DIHCLBase Model=PACA2026.0565.22—
ActiveBase Model=CLIF2026.05—0.171
ActiveBase Model=DELA2026.05—0.2857
ActiveBase Model=PACA2026.05—0.3291
BalanceBase Model=CLIF2026.05—0.1728
BalanceBase Model=DELA2026.05—0.2914
BalanceBase Model=PACA2026.05—0.3167
D2ACEBase Model=CLIF2026.05—0.172
D2ACEBase Model=DELA2026.05—0.2792
D2ACEBase Model=PACA2026.05—0.3229
DIHCLBase Model=CLIF2026.05—0.1773
DIHCLBase Model=DELA2026.05—0.282
DIHCLBase Model=PACA2026.05—0.3233
Hard-ImbBase Model=CLIF2026.05—0.1739
Hard-ImbBase Model=DELA2026.05—0.282
Hard-ImbBase Model=PACA2026.05—0.316
ML-UncBase Model=CLIF2026.05—0.1705
ML-UncBase Model=DELA2026.05—0.2901
ML-UncBase Model=PACA2026.05—0.3153
RandomBase Model=CLIF2026.05—0.1777
RandomBase Model=DELA2026.05—0.2774
RandomBase Model=PACA2026.05—0.3166
RecentBase Model=CLIF2026.05—0.1822
RecentBase Model=DELA2026.05—0.2862
RecentBase Model=PACA2026.05—0.3228