# Virtual Try-On on StreetTryOn Shop-to-Street

Source: [Virtual Try-On on StreetTryOn Shop-to-Street](<https://www.sota2.com/research/sota/virtual-try-on-on-streettryon-shop-to-street>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-31T07:21:00.145Z

Evaluation of Virtual Try-On performance on the StreetTryOn Shop-to-Street dataset, reporting image fidelity metrics such as FID.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Virtual Try-On |
| Dataset (including any stated split) | StreetTryOn Shop-to-Street |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [FID](<https://www.sota2.com/research/sota/virtual-try-on-on-streettryon-shop-to-street.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| RefTON | 28.991 | Not recorded | 6909886b3ef7ccd74e5e5912 |
| OmniVTON++ | 32.15 | Not recorded | 6993f6549ebc499c97409d5c |
| OmniVTON++ | 32.357 | Not recorded | 6993f6549ebc499c97409d5c |
| OmniVTON | 33.919 | Not recorded | 6993f6549ebc499c97409d5c |
| OmniVTON | 33.919 | Not recorded | 6909886b3ef7ccd74e5e5912 |
| StreetTryOn | 34.054 | Not recorded | 6993f6549ebc499c97409d5c |
| StreetTryOn | 34.054 | Not recorded | 6909886b3ef7ccd74e5e5912 |
| D4-VTON | 35.003 | Not recorded | 6993f6549ebc499c97409d5c |
| CAT-DM | 37.484 | Not recorded | 6993f6549ebc499c97409d5c |
| IDM-VTON | 42.282 | Not recorded | 6993f6549ebc499c97409d5c |
| OOTDiffusion | 42.318 | Not recorded | 6993f6549ebc499c97409d5c |
| AnyDoor | 50.893 | Not recorded | 6993f6549ebc499c97409d5c |
| Cross-Image | 69.444 | Not recorded | 6993f6549ebc499c97409d5c |
| PBE | 81.538 | Not recorded | 6993f6549ebc499c97409d5c |
| Any2AnyTryon | 98.117 | Not recorded | 6993f6549ebc499c97409d5c |
| TIGIC | 100.177 | Not recorded | 6993f6549ebc499c97409d5c |

### RefTON

FID: 28.991. Result ID: 69cb75d947f34ce924b35c36.

[Reporting paper](<https://www.sota2.com/research/paper/6909886b3ef7ccd74e5e5912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6909886b3ef7ccd74e5e5912.md>)

[Implementation](<https://github.com/360CVGroup/EVTAR>)

Recorded evaluation configuration: {"Mask":"true","Pose":"false","Text":"false"}. This record does not assert independent reproduction.

### OmniVTON++

FID: 32.15. Result ID: 699a99315698665ec42493a9.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

Recorded evaluation configuration: {"Model":"FLUX"}. This record does not assert independent reproduction.

### OmniVTON++

FID: 32.357. Result ID: 699a99315698665ec42493a8.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

Recorded evaluation configuration: {"Model":"SD-2.0"}. This record does not assert independent reproduction.

### OmniVTON

FID: 33.919. Result ID: 699a99315698665ec42493a7.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a161e209131cea810ad.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OmniVTON

FID: 33.919. Result ID: 69cb75d947f34ce924b35c35.

[Reporting paper](<https://www.sota2.com/research/paper/6909886b3ef7ccd74e5e5912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a161e209131cea810ad.md>)

Recorded evaluation configuration: {"Mask":"true","Pose":"true","Text":"true"}. This record does not assert independent reproduction.

### StreetTryOn

FID: 34.054. Result ID: 699a99315698665ec42493a1.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd3f.md>)

[Implementation](<https://cuiaiyu.github.io/StreetTryOn>)

Recorded evaluation configuration: {"Category":"Virtual Try-On Method"}. This record does not assert independent reproduction.

### StreetTryOn

FID: 34.054. Result ID: 69cb75d947f34ce924b35c34.

[Reporting paper](<https://www.sota2.com/research/paper/6909886b3ef7ccd74e5e5912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd3f.md>)

[Implementation](<https://cuiaiyu.github.io/StreetTryOn>)

Recorded evaluation configuration: {"Mask":"true","Pose":"true","Text":"false"}. This record does not assert independent reproduction.

### D4-VTON

FID: 35.003. Result ID: 699a99315698665ec424939e.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742d1e209131cea603a0.md>)

Recorded evaluation configuration: {"Category":"Virtual Try-On Method"}. This record does not assert independent reproduction.

### CAT-DM

FID: 37.484. Result ID: 699a99315698665ec424939d.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730c1e209131cea5a1c4.md>)

Recorded evaluation configuration: {"Category":"Virtual Try-On Method"}. This record does not assert independent reproduction.

### IDM-VTON

FID: 42.282. Result ID: 699a99315698665ec424939f.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74441e209131cea60a57.md>)

Recorded evaluation configuration: {"Category":"Virtual Try-On Method"}. This record does not assert independent reproduction.

### OOTDiffusion

FID: 42.318. Result ID: 699a99315698665ec42493a0.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72781e209131cea56937.md>)

Recorded evaluation configuration: {"Category":"Virtual Try-On Method"}. This record does not assert independent reproduction.

### AnyDoor

FID: 50.893. Result ID: 699a99315698665ec42493a4.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adb6.md>)

Recorded evaluation configuration: {"Category":"Exemplar-based Image Editing Method"}. This record does not assert independent reproduction.

### Cross-Image

FID: 69.444. Result ID: 699a99315698665ec42493a6.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71241e209131cea4f75c.md>)

Recorded evaluation configuration: {"Category":"Exemplar-based Image Editing Method"}. This record does not assert independent reproduction.

### PBE

FID: 81.538. Result ID: 699a99315698665ec42493a3.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d803.md>)

[Implementation](<https://github.com/Fantasy-Studio/Paint-by-Example>)

Recorded evaluation configuration: {"Category":"Exemplar-based Image Editing Method"}. This record does not assert independent reproduction.

### Any2AnyTryon

FID: 98.117. Result ID: 699a99315698665ec42493a2.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a01e209131cea74788.md>)

Recorded evaluation configuration: {"Category":"Virtual Try-On Method"}. This record does not assert independent reproduction.

### TIGIC

FID: 100.177. Result ID: 699a99315698665ec42493a5.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6549ebc499c97409d5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74061e209131cea5f4ed.md>)

Recorded evaluation configuration: {"Category":"Exemplar-based Image Editing Method"}. This record does not assert independent reproduction.

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