Multi-label Classification on Corel5k
0.1543Ranking LossD2ACE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| D2ACEBase Model=DELA2026.05 | 0.1543 | — | — | — | — | — | — | — | — | — | |
| D2ACEModel framework=CLIF2026.05 | 0.1544 | — | — | — | 0.7647 | — | — | — | — | — | |
| D2ACEBase Model=CLIF2026.05 | 0.1544 | — | — | — | — | — | — | — | — | — | |
| ActiveBase Model=DELA2026.05 | 0.1554 | — | — | — | — | — | — | — | — | — | |
| Hard-ImbBase Model=DELA2026.05 | 0.1561 | — | — | — | — | — | — | — | — | — | |
| RecentModel framework=CLIF2026.05 | 0.1564 | — | — | — | 0.7614 | — | — | — | — | — | |
| RecentBase Model=CLIF2026.05 | 0.1564 | — | — | — | — | — | — | — | — | — | |
| ML-UncModel framework=CLIF2026.05 | 0.1568 | — | — | — | 0.7621 | — | — | — | — | — | |
| ML-UncBase Model=CLIF2026.05 | 0.1568 | — | — | — | — | — | — | — | — | — | |
| DIHCLBase Model=DELA2026.05 | 0.1568 | — | — | — | — | — | — | — | — | — | |
| RandomBase Model=DELA2026.05 | 0.1572 | — | — | — | — | — | — | — | — | — | |
| ML-UncBase Model=DELA2026.05 | 0.1574 | — | — | — | — | — | — | — | — | — | |
| BalanceModel framework=CLIF2026.05 | 0.1576 | — | — | — | 0.7619 | — | — | — | — | — | |
| BalanceBase Model=CLIF2026.05 | 0.1576 | — | — | — | — | — | — | — | — | — | |
| BalanceBase Model=DELA2026.05 | 0.1582 | — | — | — | — | — | — | — | — | — | |
| ActiveModel framework=CLIF2026.05 | 0.1584 | — | — | — | 0.7603 | — | — | — | — | — | |
| ActiveBase Model=CLIF2026.05 | 0.1584 | — | — | — | — | — | — | — | — | — | |
| RecentBase Model=DELA2026.05 | 0.1587 | — | — | — | — | — | — | — | — | — | |
| DIHCLModel framework=CLIF2026.05 | 0.1589 | — | — | — | 0.7629 | — | — | — | — | — | |
| Hard-ImbModel framework=CLIF2026.05 | 0.1589 | — | — | — | 0.7606 | — | — | — | — | — | |
| DIHCLBase Model=CLIF2026.05 | 0.1589 | — | — | — | — | — | — | — | — | — | |
| Hard-ImbBase Model=CLIF2026.05 | 0.1589 | — | — | — | — | — | — | — | — | — | |
| RandomModel framework=CLIF2026.05 | 0.159 | — | — | — | 0.7582 | — | — | — | — | — | |
| RandomBase Model=CLIF2026.05 | 0.159 | — | — | — | — | — | — | — | — | — | |
| D2ACEBase Model=PACA2026.05 | 0.1595 | — | — | — | — | — | — | — | — | — | |
| ML-UncBase Model=PACA2026.05 | 0.1618 | — | — | — | — | — | — | — | — | — | |
| BalanceBase Model=PACA2026.05 | 0.1625 | — | — | — | — | — | — | — | — | — | |
| Hard-ImbBase Model=PACA2026.05 | 0.1626 | — | — | — | — | — | — | — | — | — | |
| ActiveBase Model=PACA2026.05 | 0.1627 | — | — | — | — | — | — | — | — | — | |
| DIHCLBase Model=PACA2026.05 | 0.1635 | — | — | — | — | — | — | — | — | — | |
| RecentBase Model=PACA2026.05 | 0.1638 | — | — | — | — | — | — | — | — | — | |
| RandomBase Model=PACA2026.05 | 0.1663 | — | — | — | — | — | — | — | — | — | |
| BHDG2025.03 | 0.9931 | — | — | — | — | — | — | — | — | — | |
| ls-l212025.03 | 0.994 | — | — | — | — | — | — | — | — | — | |
| RF-ML2025.03 | 0.9943 | — | — | — | — | — | — | — | — | — | |
| RFS2025.03 | 0.9944 | — | — | — | — | — | — | — | — | — | |
| DRMFS2025.03 | 0.9946 | — | — | — | — | — | — | — | — | — | |
| CSFS2025.03 | 0.9952 | — | — | — | — | — | — | — | — | — | |
| MDFS2025.03 | 0.9954 | — | — | — | — | — | — | — | — | — | |
| MSFS2025.03 | 0.9955 | — | — | — | — | — | — | — | — | — | |
| SSFS2025.03 | 0.9972 | — | — | — | — | — | — | — | — | — | |
| RGFS2025.03 | 0.9972 | — | — | — | — | — | — | — | — | — | |
| MSSL2025.03 | 0.9977 | — | — | — | — | — | — | — | — | — | |
| ActiveBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.61 | — | |
| ActiveBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.53 | — | |
| ActiveBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 3.91 | — | |
| ActiveBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7603 | |
| ActiveBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7524 | |
| ActiveBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.746 | |
| BalanceBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.7 | — | |
| BalanceBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.32 | — | |
| BalanceBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 4.63 | — | |
| BalanceBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7619 | |
| BalanceBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7494 | |
| BalanceBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.7485 | |
| C2AEmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.227 | 0.98 | 0.804 | 0.806 | 0.246 | 0.596 | 8.83 | — | — | |
| CDMMmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.354 | 0.987 | 0.884 | 0.888 | 0.41 | 0.723 | 2.83 | — | — | |
| D2ACEBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.93 | — | |
| D2ACEBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.89 | — | |
| D2ACEBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 5.11 | — | |
| D2ACEBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7647 | |
| D2ACEBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7542 | |
| D2ACEBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.7507 | |
| DICNetmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.381 | 0.988 | 0.882 | 0.884 | 0.468 | 0.727 | 2.17 | — | — | |
| DIHCLBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 7.11 | — | |
| DIHCLBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.38 | — | |
| DIHCLBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 4.02 | — | |
| DIHCLBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7629 | |
| DIHCLBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7508 | |
| DIHCLBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.7436 | |
| DM2Lmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.262 | 0.987 | 0.843 | 0.845 | 0.295 | 0.647 | 6.83 | — | — | |
| GLOCALmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.285 | 0.987 | 0.84 | 0.843 | 0.327 | 0.648 | 6.33 | — | — | |
| Hard-ImbBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.49 | — | |
| Hard-ImbBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.39 | — | |
| Hard-ImbBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 4.63 | — | |
| Hard-ImbBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7606 | |
| Hard-ImbBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7517 | |
| Hard-ImbBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.745 | |
| iMVWLmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.283 | 0.978 | 0.865 | 0.868 | 0.311 | 0.702 | 6.83 | — | — | |
| LVSLmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.342 | 0.987 | 0.881 | 0.884 | 0.391 | 0.718 | 3.83 | — | — | |
| ML-UncBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.85 | — | |
| ML-UncBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.63 | — | |
| ML-UncBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 4.32 | — | |
| ML-UncBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7621 | |
| ML-UncBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7539 | |
| ML-UncBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.7449 | |
| MTDmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.415 | 0.988 | 0.893 | 0.896 | 0.491 | 0.749 | 1 | — | — | |
| NAIM3Lmissing-view rate=50%, missing-label rate=50%, training samples=70%2024.04 | — | 0.309 | 0.987 | 0.878 | 0.881 | 0.35 | 0.725 | 4.33 | — | — | |
| RandomBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.53 | — | |
| RandomBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.15 | — | |
| RandomBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 3.9 | — | |
| RandomBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7582 | |
| RandomBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7512 | |
| RandomBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.7396 | |
| RecentBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | 6.93 | — | |
| RecentBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | 7.62 | — | |
| RecentBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | 4.01 | — | |
| RecentBase Model=CLIF2026.05 | — | — | — | — | — | — | — | — | — | 0.7614 | |
| RecentBase Model=DELA2026.05 | — | — | — | — | — | — | — | — | — | 0.7491 | |
| RecentBase Model=PACA2026.05 | — | — | — | — | — | — | — | — | — | 0.7458 |