Remote Sensing Referring Expression Segmentation on RRSIS-D
52.71Precision @ IoU=0.3ExACT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ExACTPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 52.71 | 39.82 | 26.98 | 39.29 | 38.52 | |
| RSVG-ZeroOV (w/ VSF)Pretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 49.55 | 38.29 | 26.2 | 37.24 | 29.66 | |
| LISAPretrained MLLMs=LLaVA2-13B, Training-Free=false2026.06 | 41.05 | 27.41 | 16.03 | 29.98 | 35.18 | |
| RSVG-ZeroOVPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=true2026.06 | 40.01 | 27.39 | 13.38 | 28.35 | 22.83 | |
| Qwen2.5-VL + SAMPretrained MLLMs=Qwen2.5-VL-7B, Training-Free=false2026.06 | 35.88 | 24.52 | 12.57 | 26.22 | 20.51 | |
| GeoChat + SAMPretrained MLLMs=Vicuna1.5-7B, Training-Free=false2026.06 | 34.25 | 18.84 | 10.61 | 24.07 | 19.32 | |
| QueryMatchPretrained MLLMs=-, Training-Free=false2026.06 | 20.97 | 15.54 | 10.62 | 15.73 | 10.73 | |
| GroundVLPPretrained MLLMs=-, Training-Free=false2026.06 | 18.07 | 13.33 | 7.24 | 13.14 | 11.23 | |
| TRISPretrained MLLMs=-, Training-Free=false2026.06 | 15.02 | 4.91 | 1.26 | 13.11 | 15.4 | |
| SAGPretrained MLLMs=-, Training-Free=false2026.06 | 11.63 | 4.02 | 0.6 | 11.1 | 11.13 |