3D Spatial Reasoning on SPAR
50.8Performance Score (Low)UniUGG-3B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniUGG-3B2025.08 | 50.8 | 41.7 | 45.7 | 47.2 | |
| UniUGGParameters=3B2025.08 | 50.8 | 41.7 | 45.7 | 47.2 | |
| GPT-4o2025.08 | 36.9 | 26.5 | 43.8 | 38.1 | |
| GPT-4o2025.08 | 36.9 | 26.5 | 43.8 | 38.1 | |
| InternVL2.5-8B2025.08 | 29.5 | 31.9 | 43.8 | 36.3 | |
| InternVL2.5Parameters=8B2025.08 | 29.5 | 31.9 | 43.8 | 36.3 | |
| Qwen2.5-VL-7B2025.08 | 28.8 | 23 | 40.3 | 33.1 | |
| Qwen2.5-VLParameters=7B2025.08 | 28.8 | 23 | 40.3 | 33.1 | |
| Janus-Pro-7Btype=2D understanding and generation method2025.08 | 27.3 | 24.6 | 33.9 | 28.6 | |
| Janus-ProParameters=7B, Evaluation Mode=2D understanding and generation method2025.08 | 27.3 | 24.6 | 33.9 | 28.6 | |
| LLaVA-v1.5-7B2025.08 | 10.9 | 26.5 | 34.1 | 23.7 | |
| LLaVA-v1.5Parameters=7B2025.08 | 10.9 | 26.5 | 34.1 | 23.7 | |
| Janus-Pro-1Btype=2D understanding and generation method2025.08 | 10.7 | 24.7 | 30.8 | 20.6 | |
| Janus-ProParameters=1B, Evaluation Mode=2D understanding and generation method2025.08 | 10.7 | 24.7 | 30.8 | 20.6 | |
| LLaVA-NeXT-7B2025.08 | 8.5 | 4.8 | 20.2 | 13.2 | |
| LLaVA-NeXTParameters=7B2025.08 | 8.5 | 4.8 | 20.2 | 13.2 |