3D Scene Generation on WorldScore
94.01Camera ControlText2Room
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Text2Room2025.12 | 94.01 | — | 38.93 | 50.79 | 88.71 | 88.36 | 37.23 | 36.69 | 62.1 | 43.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| InvisibleStitch2025.12 | 93.2 | — | 36.51 | 29.53 | 88.51 | 89.19 | 32.37 | 58.5 | 61.12 | 42.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WonderWorld2025.12 | 92.98 | — | 51.76 | 71.25 | 86.87 | 85.56 | 70.57 | 49.81 | 72.69 | 50.88 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LucidDreamer2025.12 | 88.93 | — | 41.18 | 75 | 90.37 | 90.2 | 48.1 | 58.99 | 70.4 | 49.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CamPilot2026.01 | 86.26 | 74.45 | 49.75 | 46.46 | 90.64 | 93.3 | 89.78 | 64.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Voyager2025.12 | 85.95 | — | 66.92 | 68.92 | 81.56 | 85.99 | 84.89 | 71.09 | 77.62 | 54.53 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SceneScape2025.12 | 84.99 | — | 47.44 | 28.64 | 76.54 | 62.88 | 21.85 | 32.75 | 50.73 | 35.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WonderJourney2025.12 | 84.6 | — | 37.1 | 35.54 | 80.6 | 79.03 | 62.82 | 66.56 | 63.75 | 44.63 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TeleWorldconfiguration=Video and I2V configuration2025.12 | 76.58 | — | 74.44 | 73.2 | 87.35 | 88.82 | 85.59 | 61.66 | 78.23 | 66.73 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViewCrafter2026.01 | 72.4 | 65.47 | 50.71 | 52.34 | 60.56 | 88.3 | 78.29 | 55.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 4D-fy2025.12 | 69.92 | — | 55.09 | 0.85 | 35.47 | 1.59 | 32.04 | 0.89 | 27.98 | 32.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FlexWorld2026.01 | 68.16 | 71.35 | 56.15 | 53.66 | 84.43 | 91.31 | 86.07 | 59.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CameraCtrl2026.01 | 65.72 | 65.42 | 45.31 | 49.1 | 90.07 | 92.42 | 64.7 | 50.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MotionCtrl2026.01 | 58.65 | 64.15 | 44.54 | 48.42 | 89.87 | 88.13 | 67.37 | 52.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-T2Vinput=Text-to-Video2025.12 | 40.22 | — | 51.05 | 68.12 | 68.81 | 64.2 | 42.19 | 44.67 | 54.18 | 48.79 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-I2Vinput=Image-to-Video2025.12 | 38.27 | — | 40.07 | 36.73 | 86.21 | 88.12 | 83.22 | 62.44 | 62.15 | 59.12 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gen-32025.12 | 29.47 | — | 62.92 | 50.49 | 68.31 | 87.09 | 62.82 | 63.85 | 60.71 | 57.58 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter22025.12 | 28.92 | — | 39.07 | 72.46 | 65.14 | 61.85 | 43.79 | 56.74 | 52.57 | 47.49 | — | — | — | — | — | — | — | — | — | — | — | — | |
| T2V-Turbo2025.12 | 27.8 | — | 30.68 | 69.14 | 38.72 | 34.84 | 49.65 | 68.74 | 45.65 | 40.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EasyAnimate2025.12 | 26.72 | — | 54.5 | 50.76 | 67.29 | 47.35 | 73.05 | 50.31 | 52.85 | 51.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Vchitect-2.02025.12 | 26.55 | — | 49.54 | 65.75 | 41.53 | 42.3 | 25.69 | 44.58 | 42.28 | 38.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter1-I2Vinput=Image-to-Video2025.12 | 25.46 | — | 24.25 | 35.27 | 74.42 | 73.89 | 65.17 | 54.85 | 50.47 | 47.64 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DynamiCrafter2025.12 | 25.15 | — | 47.36 | 25 | 72.9 | 60.95 | 78.85 | 54.4 | 52.09 | 47.19 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LTX-Video2025.12 | 25.06 | — | 53.41 | 39.73 | 78.41 | 88.92 | 53.5 | 49.08 | 55.44 | 56.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Allegro2025.12 | 24.84 | — | 57.47 | 51.48 | 70.5 | 69.89 | 65.6 | 47.41 | 55.31 | 51.97 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.12025.12 | 23.53 | — | 40.32 | 45.44 | 78.74 | 78.36 | 77.18 | 59.38 | 57.56 | 52.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Hailuo2025.12 | 22.39 | — | 69.56 | 73.53 | 67.18 | 62.82 | 54.91 | 52.44 | 57.55 | 56.36 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter1-T2Vinput=Text-to-Video2025.12 | 21.61 | — | 50.44 | 60.78 | 64.86 | 51.36 | 38.05 | 42.63 | 47.1 | 43.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VMemanchor=false2026.02 | 0.998 | — | — | — | — | — | — | — | — | — | 6.86 | 2.95 | 75.8 | 0.573 | 0.569 | — | — | — | — | — | — | — | |
| VMemanchor=true2026.02 | 0.887 | — | — | — | — | — | — | — | — | — | 5.23 | 3.04 | 81.33 | 0.613 | 0.426 | — | — | — | — | — | — | — | |
| SEVAanchor=false2026.02 | 0.558 | — | — | — | — | — | — | — | — | — | 4.53 | 3.2 | 87.82 | 0.46 | 0.165 | — | — | — | — | — | — | — | |
| SEVAanchor=true2026.02 | 0.46 | — | — | — | — | — | — | — | — | — | 4.45 | 3.45 | 88.7 | 0.422 | 0.116 | — | — | — | — | — | — | — | |
| One2Scene2026.02 | 0.389 | — | — | — | — | — | — | — | — | — | 4.43 | 4.13 | 89.95 | 0.326 | 0.107 | — | — | — | — | — | — | — | |
| DreamScene3602026.02 | — | — | — | — | — | — | — | — | — | — | 8.4 | 1.91 | 74.24 | — | — | — | — | — | — | — | — | — | |
| Gen3CHardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 91.78 | 0.275 | 0.22 | 1.071 | 4.094 | 0.82 | 11.27 | 51.8 | 5.332 | 158 | |
| SEVAHardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 91.74 | 0.54 | 0.171 | 1.023 | 3.907 | 0.782 | 11.194 | 51.4 | 5.331 | 90 | |
| Uni3CHardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 91.63 | 0.192 | 0.155 | 0.572 | 4.202 | 0.846 | 11.115 | 54.9 | 5.35 | 162 | |
| VoyagerHardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 82.63 | 0.63 | 0.678 | 1.343 | 3.279 | 0.664 | 11.399 | 41.4 | 4.994 | 343 | |
| WonderJourney2026.02 | — | — | — | — | — | — | — | — | — | — | 4.97 | 3.02 | 77.92 | — | — | — | — | — | — | — | — | — | |
| WorldStereo-DMDMemory Mechanism=GGM and SSM, Base Model=WorldStereo-full, Hardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 91.15 | 0.203 | 0.146 | 0.504 | 4.338 | 0.874 | 11.183 | 57.3 | 5.393 | 9 | |
| WorldStereo-FullMemory Mechanism=GGM and SSM, Hardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 91.8 | 0.253 | 0.145 | 0.667 | 4.287 | 0.866 | 11.169 | 56.1 | 5.369 | 173 | |
| WorldStereo-GGMMemory Mechanism=GGM, Hardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 92.24 | 0.162 | 0.129 | 0.706 | 4.339 | 0.875 | 11.189 | 57.2 | 5.408 | 162 | |
| WorldStereo*Memory Mechanism=None (baseline), Hardware=8 H20 GPUs2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 91.94 | 0.178 | 0.132 | 0.542 | 4.273 | 0.86 | 11.145 | 55.9 | 5.352 | 162 |