Visual Grounding on NWPU-VHR-10 (test)
63.21mIoURemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR)combination_type=Majority Voting2026.05 | 63.21 | 72.19 | 40.51 | 0.2522 | |
| RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) + Cluster-Aware Grounding Refinement (CGR) + EarthMind + Falconcombination_type=Majority Voting across all models2026.05 | 60.31 | 72.93 | 33.29 | 0.9842 | |
| RemoteSAM + Cluster-Aware Grounding Refinement (CGR) + EarthMindcombination_type=Majority Voting2026.05 | 59.33 | 72.77 | 30.22 | 0.2332 | |
| RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) + EarthMindcombination_type=Majority Voting2026.05 | 59.28 | 74.71 | 24.68 | 1.1917 | |
| RemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR) + EarthMindcombination_type=Majority Voting2026.05 | 59.24 | 74.67 | 25.72 | 0.6744 | |
| RemoteSAM + SAM3 + Falconcombination_type=Majority Voting2026.05 | 59.09 | 73.35 | 24.85 | 0.4109 | |
| RemoteSAM + SAM3 + EarthMindcombination_type=Majority Voting2026.05 | 59.08 | 74.26 | 24.16 | 0.2882 | |
| RemoteSAM + Sequential Grounding Refinement (SGR) + Falconcombination_type=Majority Voting2026.05 | 57.87 | 69.24 | 27.33 | 0.6021 | |
| RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR)combination_type=Majority Voting2026.05 | 57.55 | 68.51 | 28.44 | 0.5895 | |
| Cluster-Aware Grounding Refinement (CGR)2026.05 | 57.19 | 69.53 | 26.86 | 1.4253 | |
| RemoteSAM + Sequential Grounding Refinement (SGR) + EarthMindcombination_type=Majority Voting2026.05 | 57.11 | 68.59 | 26.34 | 0.7101 | |
| RemoteSAM2026.05 | 56.62 | 66.24 | 24.84 | 1.4825 | |
| Falcon2026.05 | 54.15 | 62.71 | 30.51 | 1.0584 | |
| EarthMind2026.05 | 52.56 | 60.88 | 18.44 | 1.1916 | |
| Sequential Grounding Refinement (SGR)2026.05 | 50.98 | 60.57 | 19.72 | 3.2265 | |
| SAM32026.05 | 50.09 | 63.52 | 16.83 | 1.2361 |