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3D Human Generation research benchmarks · SOTA2 Research

3D Human Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Generative Human Geometry Distribution

16.16FID

14

Mar 5, 2026

DeepFashion (test)

10.93FID

9

Feb 26, 2026

User Study 30 prompts

78Q1 Best Preference Rate

8

Feb 26, 2026

11.99FID

7

Feb 26, 2026

Thuman 50 samples 2.0

58.67Geometry Score

7

Feb 26, 2026

Custom 3D Human Dataset (test)

23.89FID (Normal)

4

Feb 26, 2026

Generative Human Geometry Distribution

4.04Quality Score

4

Mar 5, 2026

General 3D Human Generation

—

—Primary metric

0

Feb 26, 2026

Popular datasets

User Study Thuman DeepFashion SHHQ General 3D Human Generation

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