Situated Question Answering on SQA3D
58.6EMVideo-3D LLM
Evaluation results
| Method | Links | |
|---|---|---|
| Video-3D LLMCategory=3D MLLMs2026.05 | 58.6 | |
| APEIRIACategory=3D MLLMs2026.05 | 58.6 | |
| CAIRNLLM=Qwen3-8B2026.07 | 58.1 | |
| GPT4Scene-HDLLM=Qwen2-VL-7B2026.07 | 57.2 | |
| 3DGraphLLMLLM=Qwen3-8B2026.07 | 56.1 | |
| Chat-SceneLLM=Qwen3-8B2026.07 | 55.8 | |
| LLaVA-3DCategory=3D MLLMs2026.05 | 55.6 | |
| LEGOCategory=3D MLLMs2026.05 | 54.8 | |
| ChatSceneCategory=3D MLLMs2026.05 | 54.6 | |
| Chat-SceneLLM=Vicuna-7B-v1.52026.07 | 54.6 | |
| Scene-LLMLLM=Llama-2-7B2026.07 | 54.2 | |
| SceneLLMCategory=3D MLLMs2026.05 | 53.6 | |
| BridgeQACategory=Specialist Methods2026.05 | 52.9 | |
| LEOCategory=3D MLLMs2026.05 | 50 | |
| LEOLLM=Vicuna-7B-v1.12026.07 | 50 | |
| 3D-VisTACategory=Specialist Methods2026.05 | 48.5 | |
| 3D-VisTALLM=None2026.07 | 48.5 | |
| SQA3DCategory=Specialist Methods2026.05 | 47.2 | |
| PQ3DCategory=Specialist Methods2026.05 | 47.1 | |
| PQ3DLLM=None2026.07 | 47.1 |