Text-to-3D Generation on GPTEval3D 30 evaluation prompts
0.3CPDreamCraft3D + RewardCS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DreamCraft3D + RewardCSBase Pipeline=DreamCraft3D, Reward Guidance=RewardCS, Optimization steps=5000 per stage, 2D Image Prior=Stable Diffusion 3, Backbone=Zero123-XL, Rendering Resolution=128x128 to 512x5122025.06 | 0.3 | -2.08 | 3.13 | 3.61 | 4.11 | 4.07 | 24 | |
| ProlificDreamer + RewardCSBase Pipeline=ProlificDreamer, Reward Guidance=RewardCS, Optimization steps=20000, 10000, 10000, 2D Image Prior=Stable Diffusion 3, Backbone=Zero123-XL, Rendering Resolution=128x128 to 512x5122025.06 | 0.29 | -2.11 | 3.04 | 3.58 | 4.06 | 4.01 | 29 | |
| DreamCraft3D + Reward3DBase Pipeline=DreamCraft3D, Reward Guidance=Reward3D, Optimization steps=5000 per stage, 2D Image Prior=Stable Diffusion 3, Backbone=Zero123-XL, Rendering Resolution=128x128 to 512x5122025.06 | 0.29 | -2.96 | 2.9 | 3.43 | 3.51 | 3.45 | 35 | |
| MVDream+RewardCSBackbone=MVDream2025.06 | 0.29 | -2.15 | 2.96 | 3.58 | 4.04 | 3.93 | 31 | |
| ProlificDreamer + Reward3DBase Pipeline=ProlificDreamer, Reward Guidance=Reward3D, Optimization steps=20000, 10000, 10000, 2D Image Prior=Stable Diffusion 3, Backbone=Zero123-XL, Rendering Resolution=128x128 to 512x5122025.06 | 0.28 | -3.18 | 2.89 | 3.41 | 3.48 | 3.39 | 37 | |
| DreamCraft3DBase Pipeline=DreamCraft3D, Reward Guidance=None, Optimization steps=5000 per stage, 2D Image Prior=Stable Diffusion 3, Backbone=Zero123-XL, Rendering Resolution=128x128 to 512x5122025.06 | 0.28 | -3.2 | 2.84 | 3.11 | 3.26 | 3.16 | 41 | |
| MVControlBackbone=MVDream2025.06 | 0.27 | -3.09 | 2.86 | 3.42 | 3.47 | 3.51 | 40 | |
| MVDream+Reward3DBackbone=MVDream2025.06 | 0.27 | -3.13 | 2.85 | 3.38 | 3.34 | 3.2 | 46 | |
| ProlificDreamerBase Pipeline=ProlificDreamer, Reward Guidance=None, Optimization steps=20000, 10000, 10000, 2D Image Prior=Stable Diffusion 3, Backbone=Zero123-XL, Rendering Resolution=128x128 to 512x5122025.06 | 0.26 | -3.25 | 2.83 | 3.03 | 3.24 | 3.13 | 43 | |
| MVDreamBackbone=MVDream2025.06 | 0.23 | -3.3 | 2.77 | 2.95 | 3.1 | 3.07 | 55 |