Referring Segmentation on HALLUSEGBENCH Referring
81.91CMS FactualVisionReasoner
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VisionReasonerHallucination Mitigation=true2025.06 | 81.91 | 69.08 | 36.19 | 48.22 | |
| PixelLM-7BHallucination Mitigation=false2025.06 | 47.48 | 72.86 | 39.52 | 40.71 | |
| Seg-ZeroHallucination Mitigation=true2025.06 | 44.82 | 55.98 | 44.12 | 53.12 | |
| PixelLM-13BHallucination Mitigation=false2025.06 | 43.06 | 72.53 | 42.85 | 42.73 | |
| GLaMM-7BHallucination Mitigation=false2025.06 | 41.96 | 60.52 | 32.73 | 30.16 | |
| LISA-13BHallucination Mitigation=false2025.06 | 31.94 | 66.87 | 45.91 | 38.86 | |
| LISA-7BHallucination Mitigation=false2025.06 | 30.8 | 73.17 | 45.34 | 28.1 | |
| SESAME-7BHallucination Mitigation=true2025.06 | 19.83 | 43.04 | 41.8 | 36.05 | |
| RobustSegHallucination Mitigation=true2025.06 | 10.62 | 40.49 | 61.05 | 52.78 |