Complex Captioning on Complex Captioning (test)
65.76Sentence-BERT ScoreBuilding-MLLM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Building-MLLMFine-tuning=true2026.07 | 65.76 | 70.48 | 29.06 | 31.71 | 24.98 | 64.92 | |
| Building-MLLM*Fine-tuning=true2026.07 | 65.3 | 70.7 | 28.7 | 32 | 25.1 | 65.1 | |
| PointLLMFine-tuning=true2026.07 | 62.12 | 66.96 | 24.36 | 24.63 | 18.02 | 59.27 | |
| PointLLM*Fine-tuning=true2026.07 | 61.1 | 67.1 | 23.7 | 25.1 | 18.3 | 58.4 | |
| PointLLMFine-tuning=false2026.07 | 29.05 | 25.41 | 18.41 | 17.62 | 17.71 | 24.36 | |
| MiniGPT-3DFine-tuning=false2026.07 | 23.58 | 27.36 | 15.93 | 16.68 | 15.74 | 22.03 | |
| ShapeLLMFine-tuning=false2026.07 | 19.24 | 15.87 | 8 | 12.19 | 6.12 | 17.1 | |
| 3D-LLMFine-tuning=false2026.07 | 17.42 | 16.16 | 8.73 | 11.29 | 8.99 | 15.29 | |
| LLaVAFine-tuning=false2026.07 | 15.7 | 14.11 | 9.03 | 10.11 | 7.03 | 13.93 | |
| DreamLLMFine-tuning=false2026.07 | 15.19 | 14.62 | 9.91 | 10.41 | 8.11 | 13.48 | |
| InstrucBLIPFine-tuning=false2026.07 | 13.82 | 12.74 | 7.95 | 9.33 | 8.49 | 12.26 |