Remote Sensing Visual Grounding on VRS-Bench
80.3Precision@0.5GeoSearcher
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GeoSearcher2026.07 | 80.3 | 64.4 | 69.2 | |
| GeoGroundModel Category=RS-Specific MLLM2026.07 | 66 | — | — | |
| RSGround-R1Model Category=RS Reasoning MLLM2026.07 | 63.7 | 38.3 | 54.7 | |
| Geo-R1Model Category=RS Reasoning MLLM2026.07 | 59.5 | 37.1 | — | |
| GeochatModel Category=RS-Specific MLLM2026.07 | 57.4 | 22.6 | — | |
| Qwen3VL-4BModel Category=General MLLM2026.07 | 56.1 | 36.4 | 49.6 | |
| InternVL3.5-8BModel Category=General MLLM2026.07 | 54.9 | 29.3 | 48.8 | |
| Qwen3.5-4BModel Category=General MLLM2026.07 | 47.4 | 23.6 | 43.6 | |
| GLM-4.1V-9B-ThinkingModel Category=General MLLM2026.07 | 46.6 | 24.9 | 42.7 | |
| Qwen2.5VL-3BModel Category=General MLLM2026.07 | 37.1 | 20.3 | 34.9 | |
| MiniGPT-v2-7BModel Category=General MLLM2026.07 | 35.8 | 16.8 | 34.7 | |
| VHMModel Category=RS-Specific MLLM2026.07 | 23.5 | 4.4 | 28.9 | |
| TinyRS-R1Model Category=RS Reasoning MLLM2026.07 | 15.1 | 6 | 18.6 | |
| ChatGPT-5Model Category=General MLLM2026.07 | 14.9 | 3.4 | 23.6 | |
| EarthDialModel Category=RS-Specific MLLM2026.07 | 14.4 | 7.8 | 13 | |
| SkysenseGPTModel Category=RS-Specific MLLM2026.07 | 11 | 2.2 | 21.3 |