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Virtual Try-On research benchmarks – Page 2 · SOTA2 Research

Virtual Try-On

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DressCode Upper (unpaired and paired)

OmniVTON++ (FLUX)

11.478FIDu

13

Feb 26, 2026

Tstars-VTON Single-Garment 1.0 (test)

Tstars-Tryon 1.0

9.372Overall Score

12

Apr 23, 2026

Fit4Men Short-sleeve Unpaired

17.73FID

12

Feb 26, 2026

Fit4Men Short-sleeve Paired

12.45FID

12

Feb 26, 2026

Handfit-3K (test)

5.603FID

12

Feb 26, 2026

Dress Code (test)

89.9Realism

12

Feb 26, 2026

CORAL (w L_CORAL)

43.648FID

11

Feb 26, 2026

StreetTryOn Model-to-Street

32.479FID

11

Feb 26, 2026

StreetTryOn Model-to-Model

8.772FID

11

Feb 26, 2026

DressCode Upper-body (unpaired)

9.17FID

11

Jun 11, 2026

WildVTON (test)

32.53FIDu

11

Feb 26, 2026

StreetVTON (test)

20.5FIDu

11

Feb 26, 2026

Dress-ED (paired)

94.29SSIM

10

Mar 25, 2026

Fit4Men Trousers Unpaired

11.98FID

10

Feb 26, 2026

Fit4Men Trousers Paired

9.83FID

10

Feb 26, 2026

Tstars-VTON Multi-Garment

Tstars-Tryon 1.0

9.171Overall Score

9

Apr 23, 2026

0.914SSIM

9

Apr 10, 2026

Model2Model (test)

10.214FID

9

Feb 26, 2026

Model2Street (test)

34.05FID

9

Feb 26, 2026

Street2Street (test)

33.039FID

9

Feb 26, 2026

DressCode upper-body (test)

0.938SSIM

9

Feb 26, 2026

DressCode Dresses

0.888SSIM

9

Feb 26, 2026

VITON-HD high-resolution (1024 x 768) (test)

9.08FID

8

Mar 11, 2026

Shop2Model VITON-HD (test)

8.233FID

8

Feb 26, 2026

40.6FID

8

Feb 26, 2026

Page 2 of 6

Popular datasets

DressCode VITON VITON-HD StreetTryOn MPV

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