Text-to-3D Generation on GPTEval3D 110 prompts (CP, VR, GA)
0.2CPMagic3D Stage1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Magic3D Stage1Pipeline=two-stage, Stage=Stage 12025.06 | 0.2 | -3.26 | 2.48 | |
| Magic3D Stage1 + Magic3D Stage2Pipeline=two-stage, Stage=Stage 1 + Stage 22025.06 | 0.21 | -3.03 | 2.65 | |
| DreamFusionPipeline=one-stage2025.06 | 0.22 | -3.21 | 2.53 | |
| Magic3D Stage1 + DreamDPOPipeline=two-stage, Stage=Stage 1, Guidance=DreamDPO2025.06 | 0.22 | -3.05 | 2.56 | |
| Fantasia3DPipeline=two-stage2025.06 | 0.22 | -3.03 | 2.95 | |
| DreamFusion + Reward3DPipeline=one-stage, Guidance=Reward3D2025.06 | 0.23 | -3.11 | 2.77 | |
| DreamFusion + DreamDPOPipeline=one-stage, Guidance=DreamDPO2025.06 | 0.23 | -2.98 | 2.79 | |
| MVDream + DreamDPOPipeline=one-stage, Guidance=DreamDPO2025.06 | 0.23 | -2.13 | 2.87 | |
| Magic3D Stage1 + Magic3D Stage2 + DreamDPOPipeline=two-stage, Stage=Stage 1 + Stage 2, Guidance=DreamDPO2025.06 | 0.23 | -2.94 | 2.74 | |
| Magic3D Stage1 + Reward3DPipeline=two-stage, Stage=Stage 1, Guidance=Reward3D2025.06 | 0.23 | -3.09 | 2.63 | |
| Magic3D Stage1 + Magic3D Stage2 + Reward3DPipeline=two-stage, Stage=Stage 1 + Stage 2, Guidance=Reward3D2025.06 | 0.23 | -3.32 | 2.55 | |
| Magic3D Stage1 + RewardCSPipeline=two-stage, Stage=Stage 1, Guidance=RewardCS2025.06 | 0.23 | -1.9 | 3 | |
| MVDreamPipeline=one-stage2025.06 | 0.24 | -3.31 | 2.79 | |
| Magic3D Stage1 + Magic3D Stage2 + RewardCSPipeline=two-stage, Stage=Stage 1 + Stage 2, Guidance=RewardCS2025.06 | 0.24 | -1.58 | 3.22 | |
| DreamFusion + RewardCSPipeline=one-stage, Guidance=RewardCS2025.06 | 0.25 | -2.11 | 2.96 | |
| DreamFusion + Reward3D + RewardCSPipeline=one-stage, Guidance=Reward3D + RewardCS2025.06 | 0.25 | -2.77 | 3.22 | |
| Fantasia3D + RewardCSPipeline=two-stage, Guidance=RewardCS2025.06 | 0.25 | -1.01 | 3.33 | |
| MVDream + Reward3DPipeline=one-stage, Guidance=Reward3D2025.06 | 0.27 | -3.12 | 2.87 | |
| MVDream + RewardCSPipeline=one-stage, Guidance=RewardCS2025.06 | 0.29 | -2.11 | 2.96 | |
| MVDream + Reward3D + RewardCSPipeline=one-stage, Guidance=Reward3D + RewardCS2025.06 | 0.29 | -1.92 | 3.08 |