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Papers Benchmarks Datasets Tasks

Virtual Try-On research benchmarks – Page 5 · SOTA2 Research

Virtual Try-On

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Dress Code Lower body (test)

0.794CLIP-I

4

Feb 26, 2026

Dress Code Upper body (test)

0.766CLIP-I

4

Feb 26, 2026

Dress Code Dresses (test)

0.766CLIP Image Similarity

4

Feb 26, 2026

WVTON Unpaired 512x512

127.866FID

4

Feb 26, 2026

VITON-HD 512x512 (Unpaired)

8.249FID

4

Feb 26, 2026

VITON-HD 512x512 (Paired)

5.238FID

4

Feb 26, 2026

WVTON Out-of-Domain (test)

76.4Texture Consistency

4

Feb 26, 2026

unpaired 6K (Challenging test)

9,580User Preference Rate

4

Feb 26, 2026

unpaired 6K (Random test)

92.72User Preference Rate

4

Feb 26, 2026

6K unpaired 1.0 (test)

13.447FID

4

Feb 26, 2026

VITON-HD unpaired/paired 512x384 resolution

0.061LPIPS

4

Feb 26, 2026

VITON-HD unpaired paired 256x192 resolution

0.062LPIPS

4

Feb 26, 2026

5.805FID

4

Feb 26, 2026

augmented VITON (test)

Flow-Style-VTON

91SSIM

4

Feb 26, 2026

VITON-HD Unpaired 512×384

8.266FID

3

Jul 1, 2026

VITON-HD 512×384 (Paired)

4.438FID

3

Jul 1, 2026

DressCode Unpaired 512x384

4.31FID

3

Jul 1, 2026

DressCode Paired 512x384

2.175FID

3

Jul 1, 2026

StreetTryOn P-to-St

25.429FID

3

Mar 31, 2026

StreetTryOn P-to-P

8.87FID

3

Mar 31, 2026

MPV original (test)

4.846FID

3

Feb 26, 2026

Thuman 4D-Dress 2.0

0.506DINO Similarity

2

Feb 26, 2026

1,000 paired (test)

0.908SSIM

2

Feb 26, 2026

8,300 triplets (test)

18.145FID

2

Feb 26, 2026

0.93SSIM

2

Feb 26, 2026

Page 5 of 6

Popular datasets

DressCode VITON VITON-HD StreetTryOn MPV

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