3D Object Captioning on Toys4K
26.22BLEU-1ELSA3D
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ELSA3DModel Category=Unified 3D understanding and generation models2026.07 | 26.22 | 28.15 | 25.78 | 54.73 | 54.11 | |
| CoRe3DModel Category=Unified 3D understanding and generation models2026.07 | 24.02 | 26.45 | 24.98 | 51.17 | 52.79 | |
| ShapeLLM-OmniModel Category=Unified 3D understanding and generation models2026.07 | 18.92 | 21.46 | 22.12 | 49.43 | 50.72 | |
| LEOModel Category=3D-specialized understanding models2026.07 | 16.98 | 20.12 | 20.91 | 48.01 | 47.25 | |
| 3D-LLMModel Category=3D-specialized understanding models2026.07 | 15.11 | 17.84 | 19.22 | 42.36 | 43.58 | |
| Qwen2.5-VL-7BModel Category=General vision-language models2026.07 | 4.05 | 7.85 | 14.23 | 48.9 | 50.86 | |
| LLaVA-13BModel Category=General vision-language models2026.07 | 4.01 | 8.18 | 13.18 | 46.97 | 48.86 | |
| PointLLM-13BModel Category=3D-specialized understanding models2026.07 | 3.18 | 7.54 | 12.24 | 47.89 | 49.01 |