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3D human reconstruction research benchmarks – Page 2 · SOTA2 Research

3D human reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CAPE, SIZER, and IIIT (test)

Human-3Diffusion

1.41Chamfer Distance (CD)

8

Feb 26, 2026

0.63Chamfer Distance

8

Feb 26, 2026

CAPE-NFP (test)

0.773Chamfer Distance

8

Feb 26, 2026

4.99SMPL v2v Error (cm)

8

Feb 26, 2026

1.303Chamfer Distance

7

Feb 26, 2026

Synthetic (test)

PF+VF+psi_t+(RZ)

0.417P2S

7

Feb 26, 2026

AXYZ Pose (test)

PF+VF+psi_t+(RZ)

0.547P2S Distance

7

Feb 26, 2026

17.663PSNR

6

Mar 4, 2026

CustomHumans (test)

19.189PSNR

6

Mar 4, 2026

4.71Geometry Quality Score

6

Feb 26, 2026

Renderpeople 100 scans (OOD outfits)

1.296Chamfer Distance

6

Feb 26, 2026

Synthetic Five Sequences f1, f2, f3, m1, m2

1.59Error (f1 Sequence)

6

Feb 26, 2026

62.8PA-MPJPE Body Joints (mm)

6

Feb 26, 2026

Harmony4D + CHI3D + MammaEval-D (test)

8.46Mean Perceptual Depth (mm)

5

Apr 8, 2026

FRESA (Full Model)

0.026Normal Consistency

5

Feb 26, 2026

MonoPerfCap Pablo sequence

14.63D Chamfer Distance (cm)

5

Feb 26, 2026

0.218Chamfer Distance

5

Feb 26, 2026

Minimally Clothed Humans Out of Distribution

93.97IoU (bbox)

5

Feb 26, 2026

Minimally Clothed Humans Within Distribution

97.31IoU BBox

5

Feb 26, 2026

MultiHuman Natural Interaction

16.741PSNR

4

Apr 8, 2026

MultiHuman Closely Interaction

16.454PSNR

4

Apr 8, 2026

0.972CLIP-I Score

4

Mar 17, 2026

24.539PSNR

4

Mar 17, 2026

HuGe100K and THuman2.1 (test)

0.008MSE

4

Feb 26, 2026

User Study RGB Textures (30 users ranking)

3.45Front Texture Score

4

Feb 26, 2026

Page 2 of 3

Popular datasets

Thuman CAPE User Study in the wild RenderPeople

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