Multi-label classification on birds (Macro-AUC, Ranking-Loss)
80.9Macro-AUCD2ACE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D2ACEModel framework=CLIF2026.05 | 80.9 | 0.172 | |
| D2ACEBase Model=CLIF2026.05 | 80.9 | — | |
| ML-UncModel framework=CLIF2026.05 | 80.5 | 0.1705 | |
| ML-UncBase Model=CLIF2026.05 | 80.5 | — | |
| BalanceModel framework=CLIF2026.05 | 80.46 | 0.1728 | |
| BalanceBase Model=CLIF2026.05 | 80.46 | — | |
| Hard-ImbModel framework=CLIF2026.05 | 80.45 | 0.1739 | |
| Hard-ImbBase Model=CLIF2026.05 | 80.45 | — | |
| ActiveModel framework=CLIF2026.05 | 80.37 | 0.171 | |
| ActiveBase Model=CLIF2026.05 | 80.37 | — | |
| RandomModel framework=CLIF2026.05 | 80.26 | 0.1777 | |
| RandomBase Model=CLIF2026.05 | 80.26 | — | |
| DIHCLModel framework=CLIF2026.05 | 80.25 | 0.1773 | |
| DIHCLBase Model=CLIF2026.05 | 80.25 | — | |
| RecentModel framework=CLIF2026.05 | 80.06 | 0.1822 | |
| RecentBase Model=CLIF2026.05 | 80.06 | — | |
| BalanceBase Model=DELA2026.05 | 67.82 | — | |
| ActiveBase Model=DELA2026.05 | 67.63 | — | |
| D2ACEBase Model=DELA2026.05 | 67.51 | — | |
| ML-UncBase Model=DELA2026.05 | 67.05 | — | |
| Hard-ImbBase Model=DELA2026.05 | 66.83 | — | |
| RandomBase Model=DELA2026.05 | 66.7 | — | |
| DIHCLBase Model=DELA2026.05 | 66.67 | — | |
| RecentBase Model=DELA2026.05 | 66.62 | — | |
| D2ACEBase Model=PACA2026.05 | 66.49 | — | |
| BalanceBase Model=PACA2026.05 | 66.33 | — | |
| Hard-ImbBase Model=PACA2026.05 | 66.25 | — | |
| ML-UncBase Model=PACA2026.05 | 66.21 | — | |
| ActiveBase Model=PACA2026.05 | 66.03 | — | |
| RecentBase Model=PACA2026.05 | 65.84 | — | |
| RandomBase Model=PACA2026.05 | 65.22 | — | |
| DIHCLBase Model=PACA2026.05 | 65.22 | — | |
| 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 |