Multi-Label Remote Sensing Image Retrieval on WHDLD
94.41mAP (sim)@5000MACL
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MACL2025.12 | 94.41 | 93.72 | 82.54 | 66.22 | 42.31 | 79.42 | 63.24 | |
| MACLvariant=weighted2025.12 | 94.14 | 93.55 | 83.23 | 67.45 | 43.1 | 78.2 | 61.9 | |
| LRegregularization=none2025.12 | 93.88 | 92.62 | 82.74 | 67.22 | 43.26 | 76.28 | 59.63 | |
| LMsc2025.12 | 93.87 | 92.59 | 82.21 | 66.34 | 41.98 | 77.2 | 60.48 | |
| MulSupConvariant=weighted2025.12 | 93.83 | 92.69 | 82.63 | 66.98 | 42.81 | 76.72 | 60.08 | |
| MulSupCon2025.12 | 93.46 | 92.23 | 83.15 | 67.09 | 42.6 | 74.53 | 57.72 | |
| LBase2025.12 | 93.23 | 92.46 | 82.81 | 67.32 | 43.22 | 76.59 | 59.78 | |
| SupCon ANY2025.12 | 92.99 | 92.22 | 82.22 | 66.02 | 41.53 | 74.48 | 57.12 | |
| OML2025.12 | 92.65 | 91.22 | 81.43 | 64.78 | 40.36 | 70.8 | 52.37 | |
| SupCon ALL2025.12 | 90.87 | 92.77 | 82.86 | 66.66 | 42.26 | 78.06 | 61.54 | |
| LReg2025.12 | 90.71 | 89.68 | 82.1 | 65.88 | 41.49 | 65.94 | 47.5 | |
| LProto2025.12 | 90.62 | 92.47 | 82.91 | 66.45 | 41.75 | 73.9 | 56.5 | |
| Sim-Dis Loss2025.12 | 89.77 | 90.42 | 82.64 | 66.52 | 42.05 | 69.71 | 52.35 |