Remote Sensing Visual Grounding on RRSIS-D official (test)
65.73Acc@0.5RSGround-R1
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RSGround-R1Params=3B, Protocol=GRPO-based RFT (0.4 epoch)2026.01 | 65.73 | 50.04 | 58.35 | |
| Qwen2.5-VL-3B w/ SFTParams=3B, Protocol=SFT (1 epoch)2026.01 | 62.6 | 47.4 | 55.95 | |
| VHM w/ SFTParams=7B, Protocol=SFT (1 epoch)2026.01 | 62.31 | 44.67 | 54.19 | |
| VHMParams=7B, Protocol=Zero-shot2026.01 | 61.39 | 42.92 | 53.1 | |
| Qwen2.5-VL-3B w/ GRPOParams=3B, Protocol=GRPO-based RFT (0.4 epoch)2026.01 | 58.5 | 44.2 | 53.6 | |
| GeoChat w/ SFTParams=7B, Protocol=SFT (1 epoch)2026.01 | 50.82 | 20.77 | 45.33 | |
| Qwen2.5-VL-7BParams=7B, Protocol=Zero-shot2026.01 | 41.95 | 26.3 | 41.08 | |
| LHRS-Bot-NovaParams=8B, Protocol=Zero-shot2026.01 | 39.41 | 16.86 | 36.39 | |
| Qwen2.5-VL-3BParams=3B, Protocol=Zero-shot2026.01 | 38.75 | 26.05 | 39.22 | |
| MiniGPT-v2Params=7B, Protocol=Zero-shot2026.01 | 37.26 | 15.88 | 38.65 | |
| SkySenseGPTParams=7B, Protocol=Zero-shot2026.01 | 24.81 | 6.48 | 29.63 | |
| GeoChatParams=7B, Protocol=Zero-shot2026.01 | 24.36 | 3.94 | 30.3 | |
| LHRS-BotParams=7B, Protocol=Zero-shot2026.01 | 16.81 | 3.43 | 21.59 | |
| LLaVA-1.5Params=7B, Protocol=Zero-shot2026.01 | 16.09 | 4.08 | 24.6 |