Reasoning Segmentation on gRefCOCO (testA)
77.7gIoUSegCompass-13B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SegCompass-13BBackbone=LLaVA-1.52026.05 | 77.7 | 77.3 | |
| RAS-13BYear=2025, Backbone=LLaVA-1.52026.05 | 77.5 | 77 | |
| SegCompass-7BBackbone=Qwen2.5-VL2026.05 | 76.8 | 76.5 | |
| SegCompass-7BBackbone=LLaVA-1.52026.05 | 76.1 | 72.6 | |
| UniRES-7BYear=2025, Backbone=LLaVA-1.52026.05 | 76 | 74.5 | |
| Text4Seg-13BYear=2025, Backbone=LLaVA-1.52026.05 | 75.1 | 74.3 | |
| SAM4MLLM-7BYear=2024, Backbone=LLaVA-1.62026.05 | 74.2 | 72.2 | |
| Text4Seg-7BYear=2025, Backbone=LLaVA-1.52026.05 | 74.1 | 72.8 | |
| HiMTok-8BYear=2025, Backbone=InternVL-2.52026.05 | 73.5 | 74.9 | |
| GSVA-13BYear=2024, Backbone=LLaVA-1.52026.05 | 71.8 | 70.5 | |
| GSVA-7BYear=2024, Backbone=LLaVA-1.52026.05 | 71.1 | 69.9 | |
| ReLAYear=20232026.05 | 70 | 69.3 | |
| LISA-13BYear=2024, Backbone=LLaVA-1.52026.05 | 68.1 | 69.6 | |
| LISA-7BYear=2024, Backbone=LLaVA-1.52026.05 | 66.2 | 68.5 | |
| LAVTYear=20222026.05 | 65.9 | 65.3 | |
| CRISYear=20222026.05 | 63.4 | 63.8 | |
| VLTYear=20212026.05 | 63.2 | 62.1 | |
| LTSYear=20212026.05 | 62.6 | 61.8 | |
| MattNetYear=20182026.05 | 59.3 | 58.6 | |
| LIRA-8BYear=2025, Backbone=InternVL-2, zero-shot=true2026.05 | 50.4 | 52.4 | |
| OMG-LLaVA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.05 | 50.1 | 52.4 | |
| LaSagnA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.05 | 47.3 | 50.4 |