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ResearchFormerly WizWand

Motion-controllable Video Generation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Motion-controlled Video Generation (64-frame)

460FVD

8

Feb 26, 2026

Motion-controlled Video Generation 16-frame

430FVD

8

Feb 26, 2026

Motion Controllability Benchmark 206-clip

0.44Latency (s)

6

Mar 10, 2026

2AFC Human Study 50 conditioned samples

98.2Motion Accuracy

4

Feb 26, 2026

MoveBench OOD 1.0 (test)

13.5FID

3

Feb 26, 2026

MoveBench Large-motion subset 1.0 (test)

14.5FID

3

Feb 26, 2026