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Papers Benchmarks Datasets Tasks

Human Motion Generation research benchmarks · SOTA2 Research

Human Motion Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HumanML3D (test)

0.002FID

27

May 27, 2026

InterHuman (test)

68.3R@Top3

10

Feb 26, 2026

0.092FID

8

Feb 26, 2026

70.5R@Top3

8

Feb 26, 2026

0.014Goal Distance

6

Feb 26, 2026

LLM-generated Prompts (50 prompts)

61.4Aesthetic Quality

5

Feb 26, 2026

Full-Mix (test)

DreamControl-v2

0.265FID

4

Apr 2, 2026

HUMANISE (test)

0.95FID

4

Feb 26, 2026

0.005FID

4

Feb 26, 2026

AMASS reference

100Coverage (K=50)

3

Jun 26, 2026

Youtube-Dancing (test)

Flow Guided Transformable Bottleneck Networks

0.787SSIM

2

Feb 26, 2026

Popular datasets

HUMANISE Humanoid-X AMASS HumanML3D Youtube

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