3D Object Captioning on Cap3D subset of 3186 3D objects (test)
0.312CLIP Image-Text ScoreKimi-VL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Kimi-VL2026.04 | 0.312 | 0.597 | 0.213 | 34.93 | 27.9 | 13.87 | 0.116 | |
| Bagel2026.04 | 0.299 | 0.664 | 0.15 | 35.06 | 28.28 | 14.63 | 0.145 | |
| Qwen2.5-VL-3BParameters=3B2026.04 | 0.299 | 0.661 | 0.199 | 34.78 | 27.81 | 13.25 | 0.121 | |
| UniMeshChain-of-Thought=few-shot, Reflexion strategy=enabled2026.04 | 0.297 | 0.686 | 0.113 | 35.97 | 28.09 | 13.72 | 0.155 | |
| Qwen2.5-VL-7BParameters=7B2026.04 | 0.296 | 0.715 | 0.185 | 32.33 | 25.77 | 12.21 | 0.133 | |
| InternVL3.5-4BParameters=4B2026.04 | 0.295 | 0.658 | 0.149 | 32.74 | 25.71 | 12.84 | 0.16 | |
| DiffuRank2026.04 | 0.291 | 0.68 | 0.137 | 38.61 | 30.82 | 16.07 | 0.133 | |
| Cap3D2026.04 | 0.287 | 0.694 | 0.123 | 41.27 | 33.52 | 17.51 | 0.158 | |
| Phi-4-multimodel2026.04 | 0.285 | 0.708 | 0.172 | 24.48 | 19.46 | 9.45 | 0.172 | |
| LLaVA-3D-7BParameters=7B2026.04 | 0.278 | 0.698 | 0.209 | 20.34 | 15.57 | 7.19 | 0.146 |