# Visual Grounding on NWPU-VHR-10 (test) Source: [Visual Grounding on NWPU-VHR-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T08:26:16.555Z Evaluation of Visual Grounding performance on the test split of the NWPU-VHR-10 dataset, measured using mIoU, Acc@0.5, Acc@0.7, and Avg Cnt Diff. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Visual Grounding | | Dataset (including any stated split) | NWPU-VHR-10 (test) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [mIoU](): Higher is better; unit: PERCENT. - [Acc@0.5](): Higher is better; unit: PERCENT. - [Acc@0.7](): Higher is better; unit: PERCENT. - [Avg Count Diff](): Lower is better; unit: SCALAR. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | RemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR) | 63.21 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) + Cluster-Aware Grounding Refinement (CGR) + EarthMind + Falcon | 60.31 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + Cluster-Aware Grounding Refinement (CGR) + EarthMind | 59.33 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) + EarthMind | 59.28 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR) + EarthMind | 59.24 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + SAM3 + Falcon | 59.09 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + SAM3 + EarthMind | 59.08 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + Sequential Grounding Refinement (SGR) + Falcon | 57.87 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) | 57.55 | Not recorded | 6a1e63c1dbd7150506f85376 | | Cluster-Aware Grounding Refinement (CGR) | 57.19 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM + Sequential Grounding Refinement (SGR) + EarthMind | 57.11 | Not recorded | 6a1e63c1dbd7150506f85376 | | RemoteSAM | 56.62 | Not recorded | 6a1e63c1dbd7150506f85376 | | Falcon | 54.15 | Not recorded | 6a1e63c1dbd7150506f85376 | | EarthMind | 52.56 | Not recorded | 6a1e63c1dbd7150506f85376 | | Sequential Grounding Refinement (SGR) | 50.98 | Not recorded | 6a1e63c1dbd7150506f85376 | | SAM3 | 50.09 | Not recorded | 6a1e63c1dbd7150506f85376 | ### RemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR) mIoU: 63.21. Result ID: 6a1e9399fbc373592c18b30d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) + Cluster-Aware Grounding Refinement (CGR) + EarthMind + Falcon mIoU: 60.31. Result ID: 6a1e9399fbc373592c18b315. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting across all models"}. This record does not assert independent reproduction. ### RemoteSAM + Cluster-Aware Grounding Refinement (CGR) + EarthMind mIoU: 59.33. Result ID: 6a1e9399fbc373592c18b312. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) + EarthMind mIoU: 59.28. Result ID: 6a1e9399fbc373592c18b313. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + SAM3 + Cluster-Aware Grounding Refinement (CGR) + EarthMind mIoU: 59.24. Result ID: 6a1e9399fbc373592c18b314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + SAM3 + Falcon mIoU: 59.09. Result ID: 6a1e9399fbc373592c18b311. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + SAM3 + EarthMind mIoU: 59.08. Result ID: 6a1e9399fbc373592c18b30e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + Sequential Grounding Refinement (SGR) + Falcon mIoU: 57.87. Result ID: 6a1e9399fbc373592c18b310. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM + SAM3 + Sequential Grounding Refinement (SGR) mIoU: 57.55. Result ID: 6a1e9399fbc373592c18b30c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### Cluster-Aware Grounding Refinement (CGR) mIoU: 57.19. Result ID: 6a1e9399fbc373592c18b30b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RemoteSAM + Sequential Grounding Refinement (SGR) + EarthMind mIoU: 57.11. Result ID: 6a1e9399fbc373592c18b30f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"combination\_type":"Majority Voting"}. This record does not assert independent reproduction. ### RemoteSAM mIoU: 56.62. Result ID: 6a1e9399fbc373592c18b306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Falcon mIoU: 54.15. Result ID: 6a1e9399fbc373592c18b309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EarthMind mIoU: 52.56. Result ID: 6a1e9399fbc373592c18b308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sequential Grounding Refinement (SGR) mIoU: 50.98. Result ID: 6a1e9399fbc373592c18b30a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM3 mIoU: 50.09. Result ID: 6a1e9399fbc373592c18b307. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.