3D Object Captioning On Objaverse 1
Metrics
Sentence-BERT
Correctness
GPT-4
Hallucination
Precision
SimCSE
Results
Performance results of various models on this benchmark
Comparison Table
| Model Name | Sentence-BERT | Correctness | GPT-4 | Hallucination | Precision | SimCSE |
|---|---|---|---|---|---|---|
| minigpt-3d-efficiently-aligning-3d-point | 49.54 | 3.50 | 57.06 | 0.71 | 83.14 | 51.39 |
| 3d-llm-injecting-the-3d-world-into-large | 44.48 | 1.77 | 33.42 | 1.16 | 60.39 | 43.68 |
| pointllm-empowering-large-language-models-to | 47.47 | 3.04 | 44.85 | 0.66 | 82.14 | 48.55 |
| pointllm-empowering-large-language-models-to | 47.91 | 3.10 | 48.15 | 0.84 | 78.75 | 49.12 |
| shapellm-universal-3d-object-understanding | 48.52 | - | 48.94 | - | - | 49.98 |
| shapellm-universal-3d-object-understanding | 48.20 | - | 46.92 | - | - | 49.23 |