Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Virtual Try-On research benchmarks – Page 4 · SOTA2 Research

Virtual Try-On

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DressCode full-body (test)

4.397FID

5

Apr 23, 2026

Dress-ED unpaired

5.82FID

5

Mar 25, 2026

VITON-HD (try-off)

0.939CLIP-I

5

Mar 23, 2026

MDressBench non-flat references

5.533CEC Score

5

Mar 9, 2026

PPR10K 1.0 (test)

2.07GTC

5

Feb 26, 2026

DressCode Lower-body (unpaired)

OOTDiffusion + CSC

0.097LPIPS

5

Feb 26, 2026

DressCode Dresses (paired) 1.0 (test)

OOTDiffusion + CSC

0.085LPIPS

5

Feb 26, 2026

DressCode Lower-body (paired) 1.0 (test)

OOTDiffusion + CSC

0.082LPIPS

5

Feb 26, 2026

DressCode Upper-body (paired) 1.0 (test)

OOTDiffusion + CSC

0.076LPIPS

5

Feb 26, 2026

Ornament Dataset (test)

59CLIP Score (Ref)

5

Feb 26, 2026

CVDD (unpaired)

33.494FID

5

Feb 26, 2026

0.864SSIM

5

Feb 26, 2026

DressCode 512x512 (Unpaired)

5.529FID

5

Feb 26, 2026

DressCode Paired 512x512

3.446FID

5

Feb 26, 2026

DressCode Lower

0.941SSIM

5

Feb 26, 2026

DressCode Upper

0.948SSIM

5

Feb 26, 2026

VITON-HD unpaired paired 1024x768 resolution

10.91FID

5

Feb 26, 2026

VITON paired setting

0.888SSIM

5

Feb 26, 2026

10.09FID

5

Feb 26, 2026

0.754SSIM

5

Feb 26, 2026

0.091LPIPS

4

Jun 30, 2026

MFVT Lower-body

0.082LPIPS

4

Jun 30, 2026

MFVT Upper-body

0.085LPIPS

4

Jun 30, 2026

In-The-Wild Dataset

96.73Texture Score

4

Mar 13, 2026

MDressBench (flat references)

6.018CEC Score

4

Mar 9, 2026

Page 4 of 6

Popular datasets

DressCode VITON VITON-HD StreetTryOn MPV

Follow for updates

Join SOTA2 Contact