Multi-label classification on scene (Macro-AUC, Ranking-Loss)
0.0629Ranking LossD2ACE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D2ACEModel framework=CLIF2026.05 | 0.0629 | 95.1 | |
| D2ACEBase Model=CLIF2026.05 | 0.0629 | — | |
| D2ACEBase Model=DELA2026.05 | 0.063 | — | |
| ML-UncBase Model=DELA2026.05 | 0.0633 | — | |
| BalanceBase Model=PACA2026.05 | 0.0636 | — | |
| DIHCLBase Model=DELA2026.05 | 0.0641 | — | |
| Hard-ImbBase Model=DELA2026.05 | 0.0644 | — | |
| RecentBase Model=PACA2026.05 | 0.0645 | — | |
| DIHCLBase Model=PACA2026.05 | 0.0645 | — | |
| D2ACEBase Model=PACA2026.05 | 0.0646 | — | |
| RecentBase Model=DELA2026.05 | 0.0647 | — | |
| Hard-ImbBase Model=PACA2026.05 | 0.0647 | — | |
| DIHCLModel framework=CLIF2026.05 | 0.065 | 95.19 | |
| DIHCLBase Model=CLIF2026.05 | 0.065 | — | |
| RandomBase Model=DELA2026.05 | 0.065 | — | |
| ActiveBase Model=DELA2026.05 | 0.0655 | — | |
| ML-UncBase Model=PACA2026.05 | 0.0659 | — | |
| BalanceModel framework=CLIF2026.05 | 0.0661 | 95.04 | |
| BalanceBase Model=CLIF2026.05 | 0.0661 | — | |
| ActiveBase Model=PACA2026.05 | 0.0663 | — | |
| ML-UncModel framework=CLIF2026.05 | 0.0664 | 95.04 | |
| ML-UncBase Model=CLIF2026.05 | 0.0664 | — | |
| RecentModel framework=CLIF2026.05 | 0.0665 | 94.89 | |
| RecentBase Model=CLIF2026.05 | 0.0665 | — | |
| ActiveModel framework=CLIF2026.05 | 0.0669 | 94.96 | |
| ActiveBase Model=CLIF2026.05 | 0.0669 | — | |
| BalanceBase Model=DELA2026.05 | 0.067 | — | |
| RandomModel framework=CLIF2026.05 | 0.0671 | 94.81 | |
| Hard-ImbModel framework=CLIF2026.05 | 0.0671 | 95.03 | |
| RandomBase Model=CLIF2026.05 | 0.0671 | — | |
| Hard-ImbBase Model=CLIF2026.05 | 0.0671 | — | |
| RandomBase Model=PACA2026.05 | 0.0697 | — |