CAD reconstruction from multi-view images on Fusion360 (test)
0.16Chamfer Distance (CD)UniCAD-MLLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniCAD-MLLMEvaluation Protocol=Zero-shot2026.06 | 0.16 | 83.9 | — | |
| cadrilleRL=Dr. CPPO, Train Data (SFT)=Rpi, Train Data (RL)=Di+Fi2025.05 | 0.17 | 84.6 | 0 | |
| cadrilleRL=None, Train Data (SFT)=Rpi, Train Data (RL)=None2025.05 | 0.2 | 77.6 | 3.2 | |
| cadrilleRL=DPO, Train Data (SFT)=Rpi, Train Data (RL)=Di+Fi2025.05 | 0.2 | 78.5 | 1.7 | |
| CadrilleEvaluation Protocol=Zero-shot2026.06 | 0.2 | 77.6 | — | |
| cadrilleRL=None, Train Data (SFT)=Rpi+Dpi, Train Data (RL)=None2025.05 | 0.23 | 75.2 | 2.6 | |
| LRM+CAD-RecodeRL=None, Train Data (SFT)=Rp, Train Data (RL)=None2025.05 | 0.62 | 62.5 | 18.7 | |
| LRM -> CAD-RecodeEvaluation Protocol=Zero-shot2026.06 | 0.62 | 62.5 | — |