Remote Sensing Referring Expression Segmentation on RISBench
55.69PR@0.3ExACT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ExACTPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 55.69 | 45.68 | 31.41 | 42.43 | 41.58 | |
| RSVG-ZeroOV (w/ VSF)Pretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 52.34 | 39.72 | 27.58 | 40.21 | 31.86 | |
| RSVG-ZeroOVPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 44.3 | 31.03 | 18.61 | 31.84 | 26.35 | |
| Qwen2.5-VL + SAMPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=false2026.06 | 40.68 | 30.38 | 15.33 | 30.67 | 20.98 | |
| LISAPretrained MLLMs=LLaVA2-13B, Training-Free=false2026.06 | 39.88 | 27.55 | 17.43 | 30.05 | 31.64 | |
| GeoChat + SAMPretrained MLLMs=Vicuna1.5-7B, Training-Free=false2026.06 | 37.25 | 25.94 | 14.17 | 28.22 | 21.49 | |
| QueryMatchPretrained MLLMs=None, Training-Free=false2026.06 | 31.06 | 26.68 | 20.27 | 24.59 | 10.77 | |
| GroundVLPPretrained MLLMs=None, Training-Free=false2026.06 | 20.78 | 15.82 | 10.95 | 15.58 | 10.08 | |
| TRISPretrained MLLMs=None, Training-Free=false2026.06 | 14.23 | 4.4 | 0.92 | 11.46 | 16.06 | |
| SAGPretrained MLLMs=None, Training-Free=false2026.06 | 8.79 | 2.55 | 0.35 | 9.31 | 9.36 |