Video Generation on ScanNet 80 frames (short-term)
16.89PSNRRobust Dreamer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Robust Dreamerrollout_length=80 frames2026.05 | 16.89 | 65.1 | 0.351 | 16.82 | |
| WorldWarprollout_length=80 frames, type=memory-based autoregressive2026.05 | 15.76 | 31.2 | 0.345 | 38.65 | |
| WorldMemrollout_length=80 frames, type=memory-based autoregressive2026.05 | 14.12 | 25.8 | 0.388 | 42.5 | |
| Self Forcingrollout_length=80 frames, type=frame-by-frame autoregressive2026.05 | 13.95 | 24.6 | 0.397 | 44.2 | |
| VMemrollout_length=80 frames, type=memory-based autoregressive2026.05 | 13.21 | 22.4 | 0.415 | 56.4 | |
| CameraCtrlrollout_length=80 frames, type=non-autoregressive control-based2026.05 | 12.35 | 19.8 | 0.462 | 81.12 | |
| MotionCtrlrollout_length=80 frames, type=non-autoregressive control-based2026.05 | 12.14 | 18.5 | 0.485 | 85.34 |