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ResearchFormerly WizWand

Human Animation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Self-collected cross-driven dataset (test)

0.445IPS

9

Jun 29, 2026

91.1Pose Confidence

7

Feb 26, 2026

37.32Motion Plausibility

7

Feb 26, 2026

21.32PSNR

7

Jun 12, 2026

Human Animation Evaluation Set

FantasyTalk-14B

4.05Sync-C

6

Mar 4, 2026

ActorsHQ (novel motion)

40.1Identity Preservation

5

Feb 26, 2026

AvatarDiT (val)

68.72FID

5

Feb 26, 2026

Multi-view consistency evaluation set

0.813SSIM

4

Feb 26, 2026

AvRex Animation setting THuman 2.1

Animatable Gaussians

25.51PSNR

3

Apr 14, 2026

Human animation sequences

21.475PSNR

3

Feb 26, 2026