4D Object Captioning on Objaverse 4,000 IDs (test)
73.27GPT-4 Score4DPC^2hat
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| 4DPC^2hatInput=3D Point Cloud Sequence2026.02 | 73.27 | 79.08 | 82.03 | 38.4 | 43.31 | 36.29 | |
| MiniGPT-3DInput=3D+TA2026.02 | 54.7 | 58.6 | 58.58 | 20.47 | 20.41 | 15.46 | |
| ShapeLLM-13BInput=3D+TA2026.02 | 53.43 | 57.44 | 62.8 | 20.83 | 20.77 | 15.44 | |
| ShapeLLM-7BInput=3D+TA2026.02 | 50.43 | 55.77 | 59.07 | 22.42 | 19.7 | 17.81 | |
| PointLLM-13BInput=3D+TA2026.02 | 49.53 | 51.35 | 49.07 | 16.35 | 15.21 | 12.58 | |
| PointLLM-7BInput=3D+TA2026.02 | 47.98 | 50.21 | 46.48 | 15.59 | 15.08 | 11.27 |