Multi-label Classification on AID-Manual (test)
89.01mAPGT w/ BCE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GT w/ BCECategory=Ground-truth Training2025.10 | 89.01 | 5.834 | 1.657 | 94.29 | 83.12 | 88.87 | 79.58 | |
| IUNCategory=Ground-truth Training2025.10 | 82.71 | 6.638 | 3.068 | 91.47 | 74.83 | 94.18 | 65.53 | |
| AdaGCCategory=Proposed2025.10 | 79.07 | 6.673 | 4.62 | 82.66 | 71.95 | 68.25 | 82.61 | |
| ELRCategory=General Label Noise Methods2025.10 | 76.99 | 7.278 | 5.353 | 88.26 | 69.09 | 77.43 | 68.55 | |
| Dist-PUCategory=PUL Methods, additional a-priori information=true2025.10 | 74.9 | 6.574 | 3.652 | 90.23 | 66.77 | 80.98 | 62.7 | |
| LL-RCategory=General Label Noise Methods2025.10 | 73.89 | 7.743 | 6.56 | 83.95 | 63.51 | 80.53 | 54.6 | |
| RCMLCategory=RS-specific Methods2025.10 | 72.87 | 7.453 | 7.393 | 80.46 | 52.99 | 85.83 | 43.08 | |
| LL-CtCategory=General Label Noise Methods2025.10 | 72.46 | 7.564 | 7.788 | 76.04 | 42.7 | 85.52 | 30.93 | |
| EPRCategory=Baseline Methods, additional a-priori information=true2025.10 | 71.92 | 7.251 | 8.766 | 84.89 | 71.3 | 63.86 | 83.84 | |
| BoostLUCategory=General Label Noise Methods2025.10 | 71.35 | 8.441 | 8.976 | 75.61 | 42.58 | 83.31 | 31.62 | |
| WANCategory=Baseline Methods2025.10 | 70.28 | 7.721 | 8.364 | 75.35 | 45.28 | 88.3 | 32.21 | |
| LL-CpCategory=General Label Noise Methods2025.10 | 69.65 | 7.854 | 8.982 | 70.87 | 23.14 | 80.08 | 14.94 | |
| ANCategory=Baseline Methods2025.10 | 67.66 | 8.589 | 11.276 | 71.3 | 29.01 | 83.94 | 18.83 | |
| GRCategory=SPML Methods2025.10 | 67.18 | 11.042 | 21.481 | 71.63 | 29.88 | 86.64 | 19.93 | |
| AN-LSCategory=Baseline Methods2025.10 | 66.75 | 11.556 | 23.3 | 71.34 | 28.41 | 84.61 | 18.32 | |
| LCRCategory=RS-specific Methods2025.10 | 66.61 | 8.322 | 10.669 | 71.79 | 31.83 | 85.52 | 21.03 | |
| LACCategory=SPML Methods2025.10 | 65.8 | 7.878 | 9.395 | 72.64 | 31.72 | 80.81 | 21.03 | |
| MIMECategory=SPML Methods2025.10 | 65.39 | 7.24 | 6.333 | 73.1 | 32.62 | 84.73 | 21.7 | |
| ROLECategory=SPML Methods2025.10 | 64.36 | 13.253 | 17.429 | 76.41 | 49.11 | 86.08 | 36.3 |