Reasoning Segmentation on DRSeg
62.8Attribute Reasoning gIoUPixDLM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PixDLMSetting=SFT2026.04 | 62.8 | 62.84 | 61.75 | 64.03 | 62.51 | 62.8 | |
| LISA-7B-v1Setting=SFT2026.04 | 59.22 | 59.66 | 54.45 | 53.25 | 57.33 | 58.02 | |
| PixelLM-7BSetting=SFT2026.04 | 58.39 | 57.35 | 55.19 | 54.29 | 55.38 | 54.47 | |
| LISA-13B-llama2-v1Setting=Zero-shot2026.04 | 52.65 | 48.12 | 47.08 | 42.41 | 42.85 | 37.94 | |
| Seg-Zero-7BSetting=Zero-shot2026.04 | 49.32 | 50.58 | 25.99 | 29.56 | 31.12 | 36.25 | |
| LISA-7B-v1Setting=Zero-shot2026.04 | 49.21 | 45.15 | 45.55 | 41.59 | 42 | 37.5 | |
| LISA-7B-v1-explanatorySetting=Zero-shot2026.04 | 48.4 | 43.77 | 42.79 | 37.86 | 38.69 | 34.97 | |
| PixelLM-13BSetting=Zero-shot2026.04 | 48.39 | 47.26 | 45.06 | 48.9 | 41.98 | 39.31 | |
| PixelLM-7BSetting=Zero-shot2026.04 | 46.87 | 49.55 | 43.07 | 45.49 | 41.28 | 40.94 | |
| LISAt-7BSetting=Zero-shot2026.04 | 43.8 | 46.36 | 42.13 | 44.2 | 39.91 | 37.45 | |
| GeoPix-7BSetting=Zero-shot2026.04 | 42.96 | 46.51 | 36.84 | 41.67 | 36.79 | 39.73 | |
| SegEarth-R1Setting=Zero-shot2026.04 | 20.58 | 11.18 | 26.33 | 16.11 | 25.83 | 14.87 |