Reasoning Segmentation on SegEarth-R2 (train)
26Mean IoULISA-7B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LISA-7BMethod Category=Reasoning segmentation2026.03 | 26 | 32.9 | 92.4 | 28.4 | 55.2 | 93.4 | 16.9 | |
| GeoSegMethod Category=Ours2026.03 | 17.4 | 22 | 94.7 | 29.2 | 25.2 | 97 | 13.2 | |
| CLIP Surgery + SAM3Method Category=Generalist segmentation2026.03 | 14.5 | 19 | 69 | 15.5 | 55.7 | 69.3 | 10.1 | |
| Grounded SAMMethod Category=Generalist segmentation2026.03 | 11.3 | 15.1 | 61.9 | 13.1 | 55.2 | 61.8 | 11.1 | |
| SAM3Method Category=Generalist segmentation2026.03 | 10.5 | 14.3 | 77 | 11.2 | 47.3 | 78 | 10.9 | |
| BAGELMethod Category=Open-source MLLMs2026.03 | 8.8 | 13.4 | 43.8 | 9.2 | 85.4 | 42 | 5.4 | |
| GSVAMethod Category=Reasoning segmentation2026.03 | 7.5 | 10.9 | 79.9 | 8.9 | 32.8 | 82.3 | 3.7 | |
| UniWorldMethod Category=Open-source MLLMs2026.03 | 6.4 | 10.3 | 47.2 | 7.1 | 70 | 45.7 | 3.8 | |
| Qwen-EditMethod Category=Open-source MLLMs2026.03 | 5.8 | 9.7 | 57.3 | 7.2 | 58.1 | 57.2 | 3.9 | |
| OmniGen2Method Category=Open-source MLLMs2026.03 | 5.8 | 9.3 | 34.8 | 6.5 | 74.2 | 33.4 | 3.6 | |
| HunyuanMethod Category=Open-source MLLMs2026.03 | 4.3 | 7.6 | 12 | 4.3 | 98.1 | 8.2 | 1.7 | |
| LISA++Method Category=Reasoning segmentation2026.03 | 3.7 | 4.4 | 95.3 | 4.3 | 6.1 | 99.4 | 2.65 | |
| PixelLMMethod Category=Reasoning segmentation2026.03 | 2.4 | 3.1 | 95.4 | 3.5 | 4.1 | 99.8 | 1.3 | |
| GLAMMMethod Category=Reasoning segmentation2026.03 | 0 | 0 | 95.4 | 0 | 0 | 100 | 0 |