# Remote Sensing Visual Grounding on DIOR-RSVG Source: [Remote Sensing Visual Grounding on DIOR-RSVG]() Collection index: [llms.txt]() Data updated: 2026-07-02T09:35:57.466Z Evaluation of Remote Sensing Visual Grounding performance on the DIOR-RSVG dataset, measured using Precision at IoU thresholds (0.5, 0.7) and mIoU. 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 | Remote Sensing Visual Grounding | | Dataset (including any stated split) | DIOR-RSVG | | Metric | Pr@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Pr@0.5](): Higher is better; unit: PERCENT. - [Pr@0.7](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pr@0.5 | Result date | Report paper | | --- | --- | --- | --- | | GeoSearcher | 83.2 | Not recorded | 6a45f096dc71372d7795a3a4 | | GeoGround | 77.7 | Not recorded | 6a45f096dc71372d7795a3a4 | | EarthGPT | 76.7 | Not recorded | 6a45f096dc71372d7795a3a4 | | GeoZero | 75.7 | Not recorded | 6a45f096dc71372d7795a3a4 | | TinyRS-R1 | 74.9 | Not recorded | 6a45f096dc71372d7795a3a4 | | RSGround-R1 | 71.8 | Not recorded | 6a45f096dc71372d7795a3a4 | | InternVL3.5-8B | 64.9 | Not recorded | 6a45f096dc71372d7795a3a4 | | VHM | 56.2 | Not recorded | 6a45f096dc71372d7795a3a4 | | Qwen3.5-4B | 53.1 | Not recorded | 6a45f096dc71372d7795a3a4 | | Qwen3VL-4B | 50.7 | Not recorded | 6a45f096dc71372d7795a3a4 | | GLM-4.1V-9B-Thinking | 47.7 | Not recorded | 6a45f096dc71372d7795a3a4 | | EarthDial | 46.1 | Not recorded | 6a45f096dc71372d7795a3a4 | | Geo-R1 | 40.6 | Not recorded | 6a45f096dc71372d7795a3a4 | | Qwen2.5VL-3B | 33.7 | Not recorded | 6a45f096dc71372d7795a3a4 | | MiniGPT-v2-7B | 30.3 | Not recorded | 6a45f096dc71372d7795a3a4 | | ChatGPT-5 | 27.2 | Not recorded | 6a45f096dc71372d7795a3a4 | | SkysenseGPT | 22.9 | Not recorded | 6a45f096dc71372d7795a3a4 | | Geochat | 19.7 | Not recorded | 6a45f096dc71372d7795a3a4 | ### GeoSearcher Pr@0.5: 83.2. Result ID: 6a4630f960b88bb33986318d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoGround Pr@0.5: 77.7. Result ID: 6a4630f960b88bb339863188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS-Specific MLLM"}. This record does not assert independent reproduction. ### EarthGPT Pr@0.5: 76.7. Result ID: 6a4630f960b88bb339863187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS-Specific MLLM"}. This record does not assert independent reproduction. ### GeoZero Pr@0.5: 75.7. Result ID: 6a4630f960b88bb33986318c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS Reasoning MLLM"}. This record does not assert independent reproduction. ### TinyRS-R1 Pr@0.5: 74.9. Result ID: 6a4630f960b88bb33986318b. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"RS Reasoning MLLM"}. This record does not assert independent reproduction. ### RSGround-R1 Pr@0.5: 71.8. Result ID: 6a4630f960b88bb33986318a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS Reasoning MLLM"}. This record does not assert independent reproduction. ### InternVL3.5-8B Pr@0.5: 64.9. Result ID: 6a4630f960b88bb339863182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### VHM Pr@0.5: 56.2. Result ID: 6a4630f960b88bb339863186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS-Specific MLLM"}. This record does not assert independent reproduction. ### Qwen3.5-4B Pr@0.5: 53.1. Result ID: 6a4630f960b88bb339863181. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### Qwen3VL-4B Pr@0.5: 50.7. Result ID: 6a4630f960b88bb339863180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### GLM-4.1V-9B-Thinking Pr@0.5: 47.7. Result ID: 6a4630f960b88bb33986317f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### EarthDial Pr@0.5: 46.1. Result ID: 6a4630f960b88bb339863185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS-Specific MLLM"}. This record does not assert independent reproduction. ### Geo-R1 Pr@0.5: 40.6. Result ID: 6a4630f960b88bb339863189. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS Reasoning MLLM"}. This record does not assert independent reproduction. ### Qwen2.5VL-3B Pr@0.5: 33.7. Result ID: 6a4630f960b88bb33986317e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### MiniGPT-v2-7B Pr@0.5: 30.3. Result ID: 6a4630f960b88bb33986317d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### ChatGPT-5 Pr@0.5: 27.2. Result ID: 6a4630f960b88bb33986317c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"General MLLM"}. This record does not assert independent reproduction. ### SkysenseGPT Pr@0.5: 22.9. Result ID: 6a4630f960b88bb339863184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS-Specific MLLM"}. This record does not assert independent reproduction. ### Geochat Pr@0.5: 19.7. Result ID: 6a4630f960b88bb339863183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"RS-Specific MLLM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.