Text-to-3D Generation on GPTEval3D 110 prompts 1.0
1,298.9GPTEval3D AlignmentDreamDPO
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DreamDPOMethod Category=Optimization-Based2025.11 | 1,298.9 | -0.35 | 0.259 | 1,171.9 | 1,276.4 | 1,373.2 | 1,296.9 | 1,203.1 | |
| MVDreamMethod Category=Optimization-Based2025.11 | 1,270.5 | -0.58 | 0.247 | 1,147.5 | 1,250.6 | 1,324.9 | 1,255.5 | 1,097.7 | |
| ProlificDreamerMethod Category=Optimization-Based2025.11 | 1,261.8 | -0.5 | 0.262 | 1,058.7 | 1,152 | 1,246.4 | 1,180.6 | 1,012.5 | |
| TRELLIS + ITS3DVerifier=3D Verifier2025.11 | 1,248.05 | -0.14 | 0.251 | 1,243.64 | 1,290.61 | 1,243.59 | 1,279.08 | 1,223.77 | |
| Latent-NeRFMethod Category=Optimization-Based2025.11 | 1,222.3 | -0.42 | 0.263 | 1,144.8 | 1,156.7 | 1,180.5 | 1,160.8 | 1,178.7 | |
| TRELLIS + ITS3DVerifier=2D Verifier2025.11 | 1,206.99 | -0.814 | 0.251 | 1,228.62 | 1,265.76 | 1,236.56 | 1,266.32 | 1,180.45 | |
| Magic3DMethod Category=Optimization-Based2025.11 | 1,152.3 | -1.11 | 0.243 | 1,000.8 | 1,084.4 | 1,178.1 | 1,084.6 | 961.7 | |
| SJCMethod Category=Optimization-Based2025.11 | 1,130.2 | -0.82 | 0.252 | 995.1 | 1,033.5 | 1,079.9 | 1,042.5 | 993.8 | |
| GaussianCube + ITS3DVerifier=2D Verifier2025.11 | 1,123.27 | -1.39 | 0.226 | 1,046.17 | 1,142.27 | 1,144.09 | 1,171.25 | 1,041.89 | |
| DreamGaussianMethod Category=Optimization-Based2025.11 | 1,100.6 | -1.56 | 0.207 | 953.6 | 1,158.6 | 1,126.2 | 1,130.8 | 951.4 | |
| LGMMethod Category=Feed-Forward-Based2025.11 | 1,091.49 | — | — | 1,020 | 1,108.01 | 1,128.85 | 1,122.08 | — | |
| GaussianCube + ITS3DVerifier=3D Verifier2025.11 | 1,087.45 | -0.69 | 0.215 | 1,037.72 | 1,121.48 | 1,110.63 | 1,142.4 | 1,016.65 | |
| TRELLISMethod Category=Feed-Forward-Based2025.11 | 1,085.17 | -1.81 | 0.224 | 1,083.49 | 1,124.51 | 1,109.71 | 1,136.59 | 1,039.65 | |
| Fantasia3DMethod Category=Optimization-Based2025.11 | 1,067.9 | -1.4 | 0.231 | 891.9 | 1,006 | 1,109.3 | 1,027.5 | 933.5 | |
| SyncDreamerMethod Category=Optimization-Based2025.11 | 1,041.2 | -1.77 | 0.204 | 968.8 | 1,083.1 | 1,064.2 | 1,045.7 | 963.5 | |
| DreamFusionMethod Category=Optimization-Based2025.11 | 1,000 | -1.51 | 0.228 | 1,000 | 1,000 | 1,000 | 1,000 | 1,000 | |
| Wonder3DMethod Category=Optimization-Based2025.11 | 985.9 | -1.7 | 0.205 | 941.4 | 931.8 | 973.1 | 967.8 | 970.9 | |
| GaussianCubeMethod Category=Feed-Forward-Based2025.11 | 984.72 | -1.84 | 0.195 | 938.61 | 1,016.42 | 938.61 | 1,056.23 | 888.96 | |
| Shap-EMethod Category=Feed-Forward-Based2025.11 | 842.8 | -2.1 | 0.191 | 842.4 | 846 | 784.4 | 862.9 | 843.8 | |
| Point-EMethod Category=Feed-Forward-Based2025.11 | 725.2 | -2.24 | 0.169 | 689.8 | 688.6 | 715.7 | 745.5 | 618.9 |