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ResearchFormerly WizWand

Future video prediction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

BAIR 64x64 and 256x256 (test)

High res. CCVS + state

50FVD

16

Feb 26, 2026

Cityscapes Next 10 frames

Ours (Correspondence-wise loss)

0.217LPIPS

13

Feb 26, 2026

Cityscapes Next 5 frames

Ours (Correspondence-wise loss)

0.839MS-SSIM

13

Feb 26, 2026

Cityscapes Next frame

Ours (Correspondence-wise loss)

0.928MS-SSIM

13

Feb 26, 2026

KITTI Next 3 frames

Ours (Correspondence-wise loss)

0.22LPIPS

11

Feb 26, 2026

KITTI Next 5 frames

0.608MS-SSIM

6

Feb 26, 2026

KITTI Next frame

0.793MS-SSIM

6

Feb 26, 2026

26FVD

5

Feb 26, 2026

Eight real-world tasks

0.028MSE

4

Jun 9, 2026

Cityscapes (test)

3.44FID (I3D)

4

Feb 26, 2026