Reasoning Segmentation on GeoSeg-Bench
56.4IoUGeoSeg
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GeoSegMethod Category=Ours, FPS=0.2212026.03 | 56.4 | 64.2 | 96.8 | 69 | 65.7 | 98.3 | 26.6 | |
| LISA-7BMethod Category=Reasoning segmentation, FPS=0.3922026.03 | 39.5 | 47.2 | 94.1 | 42.7 | 60.9 | 95.4 | 16 | |
| CLIP Surgery + SAM3Method Category=Generalist segmentation2026.03 | 24.7 | 31.4 | 73.9 | 26.8 | 69.8 | 74.2 | 10.4 | |
| SAM3Method Category=Generalist segmentation2026.03 | 19.9 | 26.8 | 89.3 | 21.7 | 58.6 | 91.8 | 12.9 | |
| Grounded SAMMethod Category=Generalist segmentation2026.03 | 18.6 | 25.1 | 64.2 | 20 | 73.1 | 63.9 | 10.9 | |
| LISA++Method Category=Reasoning segmentation2026.03 | 12.4 | 14.4 | 95.2 | 14 | 16.8 | 99.2 | 5.1 | |
| BAGELMethod Category=Open-source MLLMs, FPS=0.0012026.03 | 10.7 | 16.2 | 57.2 | 11.3 | 74.7 | 56.3 | 3.5 | |
| GSVAMethod Category=Reasoning segmentation2026.03 | 9 | 12.5 | 78.3 | 9.9 | 31.8 | 81.2 | 2.9 | |
| UniWorldMethod Category=Open-source MLLMs, FPS=0.0152026.03 | 8.8 | 14 | 44 | 9.2 | 78.3 | 41.6 | 2.4 | |
| Qwen-EditMethod Category=Open-source MLLMs, FPS=0.0112026.03 | 8.7 | 13.9 | 49.6 | 10 | 68.7 | 48.4 | 2.4 | |
| OmniGen2Method Category=Open-source MLLMs, FPS=0.0112026.03 | 6.8 | 10.8 | 43.3 | 7.2 | 67.4 | 42.1 | 2.7 | |
| HunyuanMethod Category=Open-source MLLMs, FPS=0.0022026.03 | 5.6 | 9.7 | 10.8 | 5.6 | 99.2 | 5.7 | 1 | |
| GLAMMMethod Category=Reasoning segmentation2026.03 | 0 | 0 | 94.6 | 0 | 0 | 100 | 0 | |
| PixelLMMethod Category=Reasoning segmentation, FPS=0.1752026.03 | 0 | 0 | 94.6 | 0 | 0 | 100 | 0 |