# Virtual Try-On on DressCode Dresses (unpaired and paired)

Source: [Virtual Try-On on DressCode Dresses (unpaired and paired)](<https://www.sota2.com/research/sota/virtual-try-on-on-dresscode-dresses-unpaired-and-paired>)

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

Data updated: 2026-02-26T05:44:49.528Z

Evaluation of Virtual Try-On models on the DressCode Dresses dataset, utilizing both paired and unpaired data splits, measured using fidelity metrics (FIDu, FIDp, SSIMp, LPIPSp).

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) | DressCode Dresses (unpaired and paired) |
| Metric | FIDu |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 13 of 13 |
| 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

- [FIDu](<https://www.sota2.com/research/sota/virtual-try-on-on-dresscode-dresses-unpaired-and-paired.md?metric=FIDu>): Lower is better; unit: SCALAR.

- [FIDp](<https://www.sota2.com/research/sota/virtual-try-on-on-dresscode-dresses-unpaired-and-paired.md?metric=FIDp>): Lower is better; unit: SCALAR.

- [SSIMp](<https://www.sota2.com/research/sota/virtual-try-on-on-dresscode-dresses-unpaired-and-paired.md?metric=SSIMp>): Higher is better; unit: SCALAR.

- [LPIPSp](<https://www.sota2.com/research/sota/virtual-try-on-on-dresscode-dresses-unpaired-and-paired.md?metric=LPIPSp>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FIDu | Result date | Report paper |
| --- | --- | --- | --- |
| OmniVTON++ (SD-2.0) | 15.159 | Not recorded | 6993f6549ebc499c97409d5c |
| OmniVTON | 15.52 | Not recorded | 6993f6549ebc499c97409d5c |
| OmniVTON++ (FLUX) | 17.632 | Not recorded | 6993f6549ebc499c97409d5c |
| IDM-VTON | 19.745 | Not recorded | 6993f6549ebc499c97409d5c |
| Any2AnyTryon | 32.762 | Not recorded | 6993f6549ebc499c97409d5c |
| AnyDoor | 33.44 | Not recorded | 6993f6549ebc499c97409d5c |
| CAT-DM | 34.61 | Not recorded | 6993f6549ebc499c97409d5c |
| PBE | 35.857 | Not recorded | 6993f6549ebc499c97409d5c |
| D4-VTON | 42.23 | Not recorded | 6993f6549ebc499c97409d5c |
| OOTDiffusion | 52.229 | Not recorded | 6993f6549ebc499c97409d5c |
| GP-VTON | 65.028 | Not recorded | 6993f6549ebc499c97409d5c |
| Cross-Image | 76.94 | Not recorded | 6993f6549ebc499c97409d5c |
| TIGIC | 113.062 | Not recorded | 6993f6549ebc499c97409d5c |

### OmniVTON++ (SD-2.0)

FIDu: 15.159. Result ID: 699a99315698665ec42493fd.

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

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

Recorded evaluation configuration: {"Backbone":"Stable Diffusion 2.0","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### OmniVTON

FIDu: 15.52. Result ID: 699a99315698665ec42493fc.

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

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

Recorded evaluation configuration: {"Venue & Year":"ICCV 2025","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### OmniVTON++ (FLUX)

FIDu: 17.632. Result ID: 699a99315698665ec42493fe.

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

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

Recorded evaluation configuration: {"Backbone":"FLUX","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### IDM-VTON

FIDu: 19.745. Result ID: 699a99315698665ec42493f5.

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

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

Recorded evaluation configuration: {"Venue & Year":"ECCV 2024","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### Any2AnyTryon

FIDu: 32.762. Result ID: 699a99315698665ec42493f7.

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

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

Recorded evaluation configuration: {"Venue & Year":"ICCV 2025","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### AnyDoor

FIDu: 33.44. Result ID: 699a99315698665ec42493f9.

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

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

Recorded evaluation configuration: {"Venue & Year":"CVPR 2024","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### CAT-DM

FIDu: 34.61. Result ID: 699a99315698665ec42493f3.

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

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

Recorded evaluation configuration: {"Venue & Year":"CVPR 2024","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### PBE

FIDu: 35.857. Result ID: 699a99315698665ec42493f8.

[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: {"Venue & Year":"CVPR 2023","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### D4-VTON

FIDu: 42.23. Result ID: 699a99315698665ec42493f4.

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

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

Recorded evaluation configuration: {"Venue & Year":"ECCV 2024","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### OOTDiffusion

FIDu: 52.229. Result ID: 699a99315698665ec42493f6.

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

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

Recorded evaluation configuration: {"Venue & Year":"AAAI 2025","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### GP-VTON

FIDu: 65.028. Result ID: 699a99315698665ec42493f2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee61e209131cea42bce.md>)

Recorded evaluation configuration: {"Venue & Year":"CVPR 2023","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### Cross-Image

FIDu: 76.94. Result ID: 699a99315698665ec42493fb.

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

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

Recorded evaluation configuration: {"Venue & Year":"SIGGRAPH 2024","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

### TIGIC

FIDu: 113.062. Result ID: 699a99315698665ec42493fa.

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

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

Recorded evaluation configuration: {"Venue & Year":"ECCV 2024","Setting":"Shop-to-Model"}. This record does not assert independent reproduction.

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