Camera-controlled Video Generation on RealEstate10K (FVD, PSNR, SSIM, LPIPS, ATE, RTE, RRE)
98.1FVDGeoStream
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GeoStreamdepth_backbone=MoGe-22026.06 | 98.1 | 17.59 | 0.651 | 0.336 | 0.816 | 0.032 | 0.162 | |
| FlexWorlddepth_backbone=MoGe-22026.06 | 133.9 | 16.16 | 0.614 | 0.42 | 0.911 | 0.046 | 0.247 | |
| Spatiadepth_backbone=MoGe-22026.06 | 163.9 | 15.95 | 0.629 | 0.433 | 0.946 | 0.051 | 0.295 | |
| Spatiadepth_backbone=original2026.06 | 190.4 | 14.48 | 0.533 | 0.483 | 1.14 | 0.06 | 0.58 | |
| CameraCtrl IIdepth_backbone=original2026.06 | 207.9 | 14.51 | 0.601 | 0.472 | 3.549 | 0.189 | 0.275 | |
| GEN3Cdepth_backbone=original2026.06 | 218.5 | 13.71 | 0.545 | 0.514 | 6.02 | 0.176 | 0.264 | |
| ViewCrafterdepth_backbone=MoGe-22026.06 | 249.9 | 14.71 | 0.622 | 0.463 | 0.539 | 0.064 | 0.241 | |
| GEN3Cdepth_backbone=MoGe-22026.06 | 385.8 | 12.32 | 0.559 | 0.651 | 3.977 | 0.166 | 1.373 | |
| VMemdepth_backbone=MoGe-22026.06 | 417.4 | 12.62 | 0.562 | 0.609 | 1.537 | 0.254 | 1.378 | |
| SEVAdepth_backbone=original2026.06 | 433.1 | 12.14 | 0.499 | 0.618 | 1.22 | 0.071 | 0.299 | |
| VMemdepth_backbone=original2026.06 | 555 | 10.65 | 0.446 | 0.759 | 7.1 | 0.949 | 12.584 | |
| FlexWorlddepth_backbone=original2026.06 | 747.6 | 11.1 | 0.484 | 0.702 | 9.62 | 0.458 | 3.067 | |
| MotionCtrldepth_backbone=original2026.06 | 853.8 | 9.17 | 0.432 | 0.809 | 9.051 | 2.373 | 21.757 | |
| ViewCrafterdepth_backbone=original2026.06 | 1,268.9 | 7.8 | 0.193 | 0.856 | 3.22 | 0.551 | 7.707 |