Multi-label Remote Sensing Image Retrieval on ML-AID
95.77mAP (sim) @ 5000MACL
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MACL2025.12 | 95.77 | 95.9 | 59.89 | 38.86 | 14.91 | 77.12 | 43.84 | |
| Wg-MACLvariant=Weighted2025.12 | 94.46 | 94.43 | 58.2 | 37.94 | 14.54 | 89.84 | 39.42 | |
| OML2025.12 | 93.13 | 93.52 | 57.9 | 38.2 | 15 | 67.61 | 36.78 | |
| LReg2025.12 | 91.88 | 92.56 | 56.35 | 36.86 | 14.73 | 85.94 | 32.95 | |
| L-W/O-Regdescription=without regularization2025.12 | 91.81 | 92.76 | 56.24 | 36.56 | 14.15 | 87.85 | 36.98 | |
| Wg-MulSupConvariant=Weighted2025.12 | 90.11 | 90.21 | 56.24 | 36.81 | 14.44 | 84.43 | 30.6 | |
| MulSupCon2025.12 | 89.62 | 90.09 | 55.56 | 36.63 | 14.46 | 84.61 | 30.84 | |
| LMsc2025.12 | 89.1 | 89.77 | 56.33 | 36.96 | 14.51 | 83.83 | 29.71 | |
| LBase2025.12 | 88.98 | 89.96 | 55.47 | 36.32 | 14.21 | 84.39 | 31.14 | |
| LProto2025.12 | 88.41 | 89.64 | 56.18 | 36.94 | 14.73 | 83.98 | 30.28 | |
| Sim-Dis Loss2025.12 | 88.36 | 89.04 | 56.91 | 37.37 | 14.76 | 58.04 | 29.45 | |
| SupCon ANY2025.12 | 87.2 | 86.31 | 56.95 | 37.75 | 14.93 | 82.22 | 26.9 | |
| SupCon ALL2025.12 | 86.95 | 89.32 | 56.36 | 37.06 | 14.6 | 84.33 | 30.75 |