Fine-grained mask generation on GeoHeight-Bench (test)
16.03mIoU (Obj IE)GeoHeightChat
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GeoHeightChat2026.03 | 16.03 | 31.23 | 30.23 | 33.14 | 62.04 | 52.83 | 37.58 | 25.52 | 37.33 | 44.76 | 41.03 | 67.88 | 66.02 | 47.09 | |
| LISAModel size=7B, Evaluation Protocol=Fine-tuned2026.03 | 13.35 | 26.45 | 30.77 | 28.76 | 53.41 | 44.06 | 32.8 | 18.81 | 31.51 | 44.23 | 40.58 | 60.72 | 58.11 | 42.33 | |
| PixelLMModel size=13B2026.03 | 11.36 | 14.42 | 20.22 | 12.29 | 34.88 | 32.44 | 20.94 | 11.86 | 13.52 | 24.46 | 19.7 | 36.76 | 39.56 | 24.31 | |
| LISAModel size=13B2026.03 | 10.24 | 15.96 | 19.97 | 14.22 | 30.64 | 33.77 | 20.8 | 11.62 | 17.45 | 21.99 | 20.34 | 33.73 | 40.86 | 24.34 | |
| PixelLMModel size=7B2026.03 | 8.84 | 9.55 | 18.02 | 11.64 | 23.64 | 15.82 | 14.58 | 9 | 6.76 | 19.47 | 18.03 | 28.03 | 25.12 | 17.73 | |
| LISAModel size=7B2026.03 | 6.2 | 12.91 | 18.75 | 12.3 | 23.2 | 33.88 | 17.87 | 8.09 | 13.71 | 21.6 | 16.13 | 26.34 | 41.79 | 21.28 |