RSREC on RISBench
56.41PR@0.3ExACT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ExACTPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 56.41 | 45.34 | 33.1 | 44.17 | 43.54 | |
| RSVG-ZeroOV (w/ VSF)Pretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 53.94 | 40.73 | 30.48 | 41.28 | 38.26 | |
| RSVG-ZeroOVPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 50.77 | 38.9 | 24.93 | 38.87 | 34.3 | |
| Qwen2.5-VL + SAMPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=false2026.06 | 47.28 | 37.95 | 22.36 | 37.82 | 30.84 | |
| GeoChat + SAMPretrained MLLMs=Vicuna1.5-7B, Training-Free=false2026.06 | 45.88 | 34.85 | 16.89 | 36.57 | 29.55 | |
| LISAPretrained MLLMs=LLaVA2-13B, Training-Free=false2026.06 | 34.84 | 24.03 | 16.54 | 28.38 | 31.12 | |
| QueryMatchPretrained MLLMs=None, Training-Free=false2026.06 | 31.79 | 27.74 | 23.32 | 26.72 | 15.86 | |
| GroundVLPPretrained MLLMs=None, Training-Free=false2026.06 | 23.13 | 19.91 | 16.37 | 19.19 | 16.17 | |
| TRISPretrained MLLMs=None, Training-Free=false2026.06 | 19.27 | 8.89 | 2.86 | 14.63 | 15.74 | |
| SAGPretrained MLLMs=None, Training-Free=false2026.06 | 5.83 | 1.78 | 0.33 | 7.12 | 7.1 |