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ResearchFormerly WizWand

InterHuman

Benchmarks

TaskDatasetSOTA resultTrendResults

Interactive Motion Synthesis

InterHuman (test)

49.1R Precision (Top 1)

37

text-conditioned human interaction generation

InterHuman (test)

75.7R Precision (Top 3)

36

Human-human interaction motion generation

InterHuman

0.273FID

23

Text-to-Interaction Motion Generation

InterHuman (test)

0.675Interaction Alignment

19

Human-Human Motion Generation

InterHuman (test)

50.1Top-1 R Precision

11

Human Motion Generation

InterHuman (test)

68.3R@Top3

10

Human Action-Reaction Synthesis

InterHuman-AS (test)

72.2RTop3

9

Individual Motion Generation

InterHuman

56.3R-Precision

7

Text-to-Motion Generation

InterHuman (test)

0.481R-Precision (Top 1)

6

Human action-reaction synthesis

InterHuman-AS SMPL-X (test)

0.407R Precision (Top 3)

6

Reaction Generation

InterHuman

2.055FID

4

Interactive Two-person Reactive Motion Generation

InterHuman-AS

0.629R-Precision Top 3

3

Interactive Two-person Duet Motion Generation

InterHuman-AS

45.2R-Precision Top-1

3

Individual Alignment (User Study)

InterHuman (test)

1.309Average Rank

3

Interaction Alignment (User Study)

InterHuman (test)

1.182Average Rank

3

Text-to-motion generation

InterHuman re-annotated single-person text (test)

45.2R-Precision Top 1

3

Human Motion Estimation

Interhuman

30.4Joint Error (Local)

2

motion in-betweening editing

InterHuman (test)

51.6R Precision Top 1

2

Motion-to-text retrieval

InterHuman (test)

8.26R@1

2

Text-to-motion retrieval

InterHuman (test)

9.51R@1

2