Text-to-3D Generation on Toys4K CL (Novel)
29.86CLIP SimilarityReConText3D
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ReConText3DBackbone=TRELLIS-XL (Flow-based)2026.04 | 29.86 | 75.34 | 70.28 | |
| Fine-tuningBackbone=TRELLIS-XL (Flow-based)2026.04 | 29.79 | 75.33 | 69.05 | |
| L2-SPBackbone=TRELLIS-XL (Flow-based)2026.04 | 29.63 | 75.24 | 69.05 | |
| ReConText3D + L2-SPBackbone=TRELLIS-XL (Flow-based)2026.04 | 29.52 | 74.56 | 68.83 | |
| Joint TrainingBackbone=TRELLIS-XL (Flow-based)2026.04 | 29.45 | 75.54 | 68.87 | |
| Fine-tuningBackbone=Shap-E (Diffusion-based)2026.04 | 28.7 | 108.99 | 22.05 | |
| ReConText3DBackbone=Shap-E (Diffusion-based)2026.04 | 28.54 | 111.77 | 21.78 | |
| Joint TrainingBackbone=Shap-E (Diffusion-based)2026.04 | 28.53 | 110.16 | 22.28 | |
| ReConText3D + L2-SPBackbone=Shap-E (Diffusion-based)2026.04 | 28.47 | 111 | 22.35 | |
| L2-SPBackbone=Shap-E (Diffusion-based)2026.04 | 28.27 | 112.87 | 22.25 |