Multi-label Classification on reBEN-Dominant (test)
71.75mAPGT w/ BCE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GT w/ BCECategory=Ground-truth Training (Upper bound)2025.10 | 71.75 | 4.264 | 3.428 | 93.09 | 66.63 | 72.07 | 63.24 | |
| IUNCategory=Ground-truth Training (Upper bound)2025.10 | 64.46 | 5.289 | 5.908 | 90.78 | 47.38 | 86.11 | 35.73 | |
| AdaGCCategory=Proposed2025.10 | 60.06 | 5.581 | 6.877 | 90 | 59.08 | 60.19 | 63.43 | |
| WANCategory=Baseline Methods2025.10 | 58.69 | 6.627 | 8.153 | 90.76 | 50.56 | 74.22 | 41.5 | |
| RCMLCategory=RS-specific Methods2025.10 | 58.26 | 5.89 | 8.035 | 88.73 | 40.75 | 83.06 | 30.93 | |
| ANCategory=Baseline Methods2025.10 | 55.91 | 6.533 | 8.128 | 88.7 | 34.25 | 84.35 | 24.08 | |
| GRCategory=SPML Methods2025.10 | 55.73 | 5.765 | 7.238 | 89.2 | 38.28 | 81.43 | 27.57 | |
| LCRCategory=RS-specific Methods2025.10 | 55.64 | 6.579 | 8.151 | 88.67 | 34.25 | 83.24 | 24.05 | |
| MIMECategory=SPML Methods2025.10 | 55.61 | 6.417 | 8.982 | 89.9 | 43.54 | 76.38 | 33.36 | |
| LACCategory=SPML Methods2025.10 | 54.67 | 6.029 | 8.17 | 88.57 | 33.43 | 80.57 | 23.67 | |
| ELRCategory=General Label Noise Methods2025.10 | 54.48 | 9.149 | 11.429 | 91.02 | 50.08 | 76.38 | 42.05 | |
| LL-RCategory=General Label Noise Methods2025.10 | 54.41 | 7.369 | 8.662 | 91.01 | 53.59 | 70.83 | 46.88 | |
| LL-CtCategory=General Label Noise Methods2025.10 | 54.11 | 6.287 | 8.014 | 90.88 | 53.67 | 70.67 | 47.82 | |
| AN-LSCategory=Baseline Methods2025.10 | 53.65 | 8.474 | 14.878 | 88.61 | 33.93 | 85.99 | 23.75 | |
| Dist-PUCategory=PUL Methods, additional a-priori information=true2025.10 | 53.51 | 6.224 | 8.77 | 88.23 | 53.17 | 56.21 | 60.53 | |
| EPRCategory=Baseline Methods, additional a-priori information=true2025.10 | 49.15 | 6.15 | 9.003 | 87.22 | 53.34 | 48.48 | 64.38 | |
| ROLECategory=SPML Methods2025.10 | 48.54 | 12.465 | 14.591 | 90.81 | 50.24 | 75.38 | 40.88 | |
| LL-CpCategory=General Label Noise Methods2025.10 | 47.7 | 6.061 | 8.968 | 88.04 | 53.17 | 51.47 | 59.48 | |
| BoostLUCategory=General Label Noise Methods2025.10 | 47.36 | 6.711 | 9.767 | 88.62 | 54.7 | 57.4 | 58.96 |