Multi-label Classification on AID Random SPML noise (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 | 82.24 | 6.622 | 3.408 | 90.88 | 72.65 | 93.13 | 62.87 | |
| AdaGCCategory=Proposed2025.10 | 75.67 | 6.862 | 5.636 | 83.39 | 64.16 | 68.89 | 71.82 | |
| Dist-PUCategory=PUL Methods, additional a-priori information=true2025.10 | 70.85 | 6.692 | 4.355 | 89.86 | 60.48 | 78.55 | 57.04 | |
| ELRCategory=General Label Noise Methods2025.10 | 69.13 | 7.469 | 5.914 | 87.99 | 59.04 | 74.8 | 55.91 | |
| LL-RCategory=General Label Noise Methods2025.10 | 68.85 | 8.526 | 8.616 | 80.39 | 50.89 | 84.92 | 38.75 | |
| EPRCategory=Baseline Methods, additional a-priori information=true2025.10 | 68.38 | 7.395 | 9.086 | 84.76 | 69.82 | 62.3 | 81.11 | |
| WANCategory=Baseline Methods2025.10 | 68.12 | 7.62 | 8.055 | 78.06 | 49.53 | 84.19 | 36.45 | |
| BoostLUCategory=General Label Noise Methods2025.10 | 68 | 8.104 | 6.656 | 85.44 | 54.48 | 79.19 | 47.14 | |
| LL-CtCategory=General Label Noise Methods2025.10 | 66.96 | 8.574 | 7.647 | 85.42 | 55.41 | 78.43 | 47.92 | |
| ANCategory=Baseline Methods2025.10 | 64.89 | 8.557 | 11.36 | 71.6 | 26.83 | 86.05 | 16.71 | |
| LL-CpCategory=General Label Noise Methods2025.10 | 64.42 | 7.792 | 7.931 | 78.64 | 45.47 | 76.83 | 36.25 | |
| AN-LSCategory=Baseline Methods2025.10 | 64.4 | 11.347 | 21.664 | 70.65 | 19.97 | 79.98 | 12.14 | |
| RCMLCategory=RS-specific Methods2025.10 | 64.24 | 7.522 | 8.338 | 80.1 | 45.45 | 75.62 | 37.84 | |
| LCRCategory=RS-specific Methods2025.10 | 62.62 | 8.269 | 10.453 | 71.68 | 23.48 | 78.12 | 15.06 | |
| LACCategory=SPML Methods2025.10 | 62.27 | 7.902 | 9.674 | 72.57 | 28.59 | 82.17 | 18.38 | |
| GRCategory=SPML Methods2025.10 | 62.14 | 11.236 | 21.537 | 72.11 | 28.32 | 82.59 | 18.18 | |
| MIMECategory=SPML Methods2025.10 | 61.55 | 7.308 | 7.474 | 73.67 | 31.55 | 81.05 | 20.52 | |
| ROLECategory=SPML Methods2025.10 | 56.35 | 13.581 | 19.8 | 76.1 | 43.26 | 83.73 | 30.84 |