Reasoning Segmentation on gRefCOCO (testB)
0.719gIoUSegCompass-13B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SegCompass-13BBackbone=LLaVA-1.52026.05 | 0.719 | 0.724 | |
| HiMTok-8BYear=2025, Backbone=InternVL-2.52026.05 | 0.717 | 0.72 | |
| SegCompass-7BBackbone=Qwen2.5-VL2026.05 | 0.7 | 0.728 | |
| UniRES-7BYear=2025, Backbone=LLaVA-1.52026.05 | 0.698 | 0.666 | |
| RAS-13BYear=2025, Backbone=LLaVA-1.52026.05 | 0.694 | 0.679 | |
| SegCompass-7BBackbone=LLaVA-1.52026.05 | 0.682 | 0.667 | |
| Text4Seg-13BYear=2025, Backbone=LLaVA-1.52026.05 | 0.68 | 0.671 | |
| Text4Seg-7BYear=2025, Backbone=LLaVA-1.52026.05 | 0.661 | 0.648 | |
| SAM4MLLM-7BYear=2024, Backbone=LLaVA-1.62026.05 | 0.653 | 0.634 | |
| GSVA-13BYear=2024, Backbone=LLaVA-1.52026.05 | 0.638 | 0.613 | |
| GSVA-7BYear=2024, Backbone=LLaVA-1.52026.05 | 0.622 | 0.605 | |
| LISA-13BYear=2024, Backbone=LLaVA-1.52026.05 | 0.618 | 0.622 | |
| ReLAYear=20232026.05 | 0.61 | 0.599 | |
| LISA-7BYear=2024, Backbone=LLaVA-1.52026.05 | 0.588 | 0.606 | |
| LAVTYear=20222026.05 | 0.558 | 0.55 | |
| CRISYear=20222026.05 | 0.517 | 0.51 | |
| VLTYear=20212026.05 | 0.508 | 0.505 | |
| LTSYear=20212026.05 | 0.504 | 0.499 | |
| MattNetYear=20182026.05 | 0.461 | 0.453 | |
| LIRA-8BYear=2025, Backbone=InternVL-2, zero-shot=true2026.05 | 0.424 | 0.449 | |
| OMG-LLaVA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.05 | 0.422 | 0.437 | |
| LaSagnA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.05 | 0.389 | 0.421 |