Visual Grounding on DIOR-RSVG
86.7Accuracy@0.5LAE-DINO
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LAE-DINOPre-train=OTA-Mix, FPS=10, Strategy=Naive Reformulation2026.02 | 86.7 | — | — | — | — | — | — | |
| G-DINO-TPre-train=OTA-Mix, FPS=11, Strategy=Naive Reformulation2026.02 | 85.9 | — | — | — | — | — | — | |
| OTA-DET-LPre-train=OTA-Mix, FPS=282026.02 | 85.1 | — | — | — | — | — | — | |
| OTA-DET-MPre-train=OTA-Mix, FPS=322026.02 | 83.8 | — | — | — | — | — | — | |
| OTA-DET-SPre-train=OTA-Mix, FPS=342026.02 | 82.7 | — | — | — | — | — | — | |
| LPVAFPS=262026.02 | 82.3 | — | — | — | — | — | — | |
| GeoGround2025.11 | 77.73 | — | — | — | — | — | — | |
| MGVLF2026.02 | 76.8 | — | — | — | — | — | — | |
| GeoZero2025.11 | 75.67 | — | — | — | — | — | — | |
| TinyRS-R12025.11 | 74.9 | — | — | — | — | — | — | |
| LHRS-BotPublication=ECCV’242026.04 | 73.5 | — | — | — | — | — | — | |
| TRANSVG2026.02 | 72.4 | — | — | — | — | — | — | |
| SkyEyeGPTPublication=NIPS’222026.04 | 70.5 | — | — | — | — | — | — | |
| RemoteAgent2026.04 | 68.9 | — | — | — | — | — | 48.3 | |
| SkyMoEPublication=arXiv’252026.04 | 68.6 | — | — | — | — | — | 48.6 | |
| ScoreRS-R12025.11 | 64.52 | — | — | — | — | — | — | |
| SkySenseGPTPublication=arXiv’242026.04 | 60.8 | — | — | — | — | — | 35.5 | |
| FalconPublication=arXiv’252026.04 | 56.9 | — | — | — | — | — | — | |
| VHM2025.11 | 56.17 | — | — | — | — | — | — | |
| VHMPublication=AAAI’252026.04 | 55.9 | — | — | — | — | — | 42 | |
| Qwen3-VL-8B-Instruct2025.11 | 51.51 | — | — | — | — | — | — | |
| RS-EoT-7BBase Model=Qwen2.5-VL-7B2025.11 | 47 | 33.32 | 45.29 | — | — | — | — | |
| EarthDialPublication=CVPR’252026.04 | 46.1 | — | — | — | — | — | 34.3 | |
| VHM-RL2025.11 | 44.63 | 29.37 | 40.32 | — | — | — | — | |
| Qwen2.5VLBase Model=Qwen2.5-VL-7B2025.11 | 35.4 | 20.84 | 35.64 | — | — | — | — | |
| WeThinkBase Model=Qwen2.5-VL-7B2025.11 | 34.51 | 20.76 | 33.96 | — | — | — | — | |
| GeoChatPublication=CVPR’242026.04 | 31.4 | — | — | — | — | — | 14.7 | |
| VL-RBase Model=Qwen2.5-VL-7B2025.11 | 24.28 | 13.35 | 25.48 | — | — | — | — | |
| GeoChat2025.11 | 19.77 | — | — | — | — | — | — | |
| Geo-R12025.11 | 17.67 | 7.21 | 20.97 | — | — | — | — | |
| VLAA-TBase Model=Qwen2.5-VL-7B2025.11 | 7.16 | 0.93 | 12.84 | — | — | — | — | |
| R1-OVBase Model=Qwen2.5-VL-7B2025.11 | 4.37 | 1.29 | 7.82 | — | — | — | — | |
| Vis-R1Base Model=Qwen2.5-VL-7B2025.11 | 3.21 | 0.43 | 8.91 | — | — | — | — | |
| MM-EBase Model=Qwen2.5-VL-7B2025.11 | 2.73 | 0.2 | 6.87 | — | — | — | — | |
| ChatGPT-5Model Category=Closed-source Commercial Vision-Language Models2026.03 | — | — | 8.27 | — | — | 8.27 | — | |
| Claude-sonnet-4Model Category=Closed-source Commercial Vision-Language Models2026.03 | — | — | 8.87 | — | — | 8.87 | — | |
| CogVLM2026.02 | — | — | — | 44.58 | — | — | — | |
| CogVLMTotal Params=17B, Input Size=490 × 4902025.12 | — | — | 44.58 | — | — | — | — | |
| Earth-Agent2025.09 | — | — | — | — | 60.46 | — | — | |
| EarthDialModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | 39.46 | — | — | 39.46 | — | |
| EarthGPTTotal Params=7B, Input Size=518 × 5182025.12 | — | — | 69.34 | — | — | — | — | |
| Gemini-2.0-flashModel Category=Closed-source Commercial Vision-Language Models2026.03 | — | — | 11.4 | — | — | 11.4 | — | |
| Geochat2025.09 | — | — | — | — | 10.024 | — | — | |
| GeoChatModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | 29.87 | — | — | 29.87 | — | |
| GeoMELTTotal Params=271M, Input Size=224 × 2242025.12 | — | — | 65.95 | — | — | — | — | |
| GeoSolver2026.03 | — | — | 75.62 | — | — | 75.62 | — | |
| GLM-4.1V-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | — | — | 39.41 | — | — | 39.41 | — | |
| LHRS-Bot2025.09 | — | — | — | — | 11.826 | — | — | |
| LLaVA-1.52025.09 | — | — | — | — | 12.085 | — | — | |
| MGVLF2026.02 | — | — | — | 76.78 | — | — | — | |
| MiniGPT-v22025.09 | — | — | — | — | 29.892 | — | — | |
| Qwen-VL-Chat2026.02 | — | — | — | 31.86 | — | — | — | |
| Qwen-VL-ChatTotal Params=9.6B, Input Size=448 × 4482025.12 | — | — | 31.86 | — | — | — | — | |
| Qwen2-VL2026.02 | — | — | — | 77.21 | — | — | — | |
| Qwen2-VLvariant=w/o-i2026.02 | — | — | — | 77.04 | — | — | — | |
| Qwen2-VLvariant=HF2026.02 | — | — | — | 78.04 | — | — | — | |
| RS-EoTModel Category=Open-source Reasoning Vision-Language Models2026.03 | — | — | 9.23 | — | — | 9.23 | — | |
| SkySenseGPTModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | 27.76 | — | — | 27.76 | — | |
| Sphinx2025.09 | — | — | — | — | 0.939 | — | — | |
| VHM2026.02 | — | — | — | 56.17 | — | — | — | |
| VHMTotal Params=7B, Input Size=336 × 3362025.12 | — | — | 56.17 | — | — | — | — | |
| VHMModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | 49.9 | — | — | 49.9 | — |