4D Object Question Answering on Objaverse 4,000 object IDs (test)
78.01GPT-4 Score4DPC^2hat
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| 4DPC^2hatInput=3D Point Cloud Sequence2026.02 | 78.01 | 77.03 | 76.52 | 76.98 | 76.46 | 76.11 | |
| MiniGPT-3DInput=3D+TA (Temporal Aggregation)2026.02 | 59.08 | 57.29 | 60.61 | 64.83 | 61.19 | 51.35 | |
| ShapeLLM-13BParameters=13B, Input=3D+TA (Temporal Aggregation)2026.02 | 56.17 | 56.95 | 60.48 | 52.32 | 61.64 | 52.38 | |
| ShapeLLM-7BParameters=7B, Input=3D+TA (Temporal Aggregation)2026.02 | 54.58 | 58.13 | 59.72 | 50.71 | 59.53 | 50.65 | |
| PointLLM-13BParameters=13B, Input=3D+TA (Temporal Aggregation)2026.02 | 54.15 | 57.21 | 58.78 | 51.07 | 62.48 | 56.71 | |
| PointLLM-7BParameters=7B, Input=3D+TA (Temporal Aggregation)2026.02 | 52.69 | 51.27 | 58.22 | 55.34 | 62.36 | 50.91 |