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Papers Benchmarks Datasets Tasks

Novel Pose Synthesis research benchmarks · SOTA2 Research

Novel Pose Synthesis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

InterHand Single hand → Single hand 2.6M (test)

32.704PSNR

18

Feb 26, 2026

DynaCap Loose Outfits

35.47PSNR

10

Feb 26, 2026

DynaCap Tight Outfits

35.84PSNR

10

Feb 26, 2026

DNA-Rendering (Novel poses)

32.16PSNR

10

Apr 10, 2026

ZJU-MoCap (Novel Pose)

30.05PSNR

10

Feb 26, 2026

27.63PSNR

9

Feb 26, 2026

21.82FID

7

Jun 19, 2026

19.46FID

7

Jun 19, 2026

PeopleSnapshot Average

36.43PSNR

7

Apr 3, 2026

PeopleSnapshot Female-4-casual

37.01PSNR

7

Apr 3, 2026

ActorsHQ (test)

30.56PSNR

7

Apr 10, 2026

DynaCap Subject S2 - loose clothing 8 (test)

29.61PSNR

6

Feb 26, 2026

DynaCap Subject S1 - tight clothing 8 (test)

30.6PSNR

6

Feb 26, 2026

Thuman4 (novel poses)

32.49PSNR

6

Feb 26, 2026

Hard Illumination Dataset Real S1 observed self-casting shadows (test)

Gaussian Shadow Casting

17.57PSNR

6

Feb 26, 2026

InterHand Single hand → Interacting hands 2.6M (test)

26.521PSNR

6

Feb 26, 2026

DeepCap and DynaCap

19.1PSNR

5

Feb 26, 2026

THuman cross-dataset

17.94PSNR

4

Jun 19, 2026

26.6PSNR

4

Feb 26, 2026

MVHumanNet (test)

23.31PSNR

4

Feb 26, 2026

InterHand2.6M capture0 (test)

26.56PSNR

4

Feb 26, 2026

ZJU-MoCap Novel Poses (test)

23.69PSNR

4

Feb 26, 2026

InterHand Interacting hands → Interacting hands 2.6M (test)

24.86PSNR

4

Feb 26, 2026

BEHAVE Novel Pose

22.81PSNR

3

Mar 19, 2026

4D-DRESS (test)

Gaussian Wardrobe

28.06PSNR

3

Mar 5, 2026

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Popular datasets

InterHand DynaCap Thuman ZJU-MoCap Hard Illumination Dataset

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