# Image-based Virtual Try-On on VITON-HD paired unpaired

Source: [Image-based Virtual Try-On on VITON-HD paired unpaired](<https://www.sota2.com/research/sota/image-based-virtual-try-on-on-viton-hd-paired-unpaired>)

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

Data updated: 2026-02-26T06:03:24.697Z

Evaluation of Image-based Virtual Try-On performance on the VITON-HD dataset, covering both paired and unpaired evaluation settings, using fidelity metrics like SSIM, LPIPS, FID, and KID.

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 | Image-based Virtual Try-On |
| Dataset (including any stated split) | VITON-HD paired unpaired |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [SSIM](<https://www.sota2.com/research/sota/image-based-virtual-try-on-on-viton-hd-paired-unpaired.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/image-based-virtual-try-on-on-viton-hd-paired-unpaired.md?metric=LPIPS>): Lower is better; unit: SCALAR.

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

- [KIDu](<https://www.sota2.com/research/sota/image-based-virtual-try-on-on-viton-hd-paired-unpaired.md?metric=KIDu>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| DPIDM | 0.893 | Not recorded | 68fa78b31e209131cea79d79 |
| GPD-VVTO | 0.891 | Not recorded | 68fa78b31e209131cea79d79 |
| GP-VTON | 0.89 | Not recorded | 68fa78b31e209131cea79d79 |
| DCI-VTON | 0.89 | Not recorded | 68fa78b31e209131cea79d79 |
| IDM | 0.881 | Not recorded | 68fa78b31e209131cea79d79 |
| StableVITON | 0.878 | Not recorded | 68fa78b31e209131cea79d79 |
| WearAnyWay | 0.877 | Not recorded | 68fa78b31e209131cea79d79 |
| CAT-DM | 0.877 | Not recorded | 68fa78b31e209131cea79d79 |
| HR-VITON | 0.876 | Not recorded | 68fa78b31e209131cea79d79 |
| LaDI-VTON | 0.875 | Not recorded | 68fa78b31e209131cea79d79 |
| VITON-HD | 0.862 | Not recorded | 68fa78b31e209131cea79d79 |

### DPIDM

SSIM: 0.893. Result ID: 69959ba63badfaffe69763d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

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

### GPD-VVTO

SSIM: 0.891. Result ID: 69959ba63badfaffe69763d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

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

### GP-VTON

SSIM: 0.89. Result ID: 69959ba63badfaffe69763d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

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

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

### DCI-VTON

SSIM: 0.89. Result ID: 69959ba63badfaffe69763d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70431e209131cea4a010.md>)

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

### IDM

SSIM: 0.881. Result ID: 69959ba63badfaffe69763d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

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

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

### StableVITON

SSIM: 0.878. Result ID: 69959ba63badfaffe69763d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50ab0.md>)

[Implementation](<https://github.com/rlawjdghek/StableVITON>)

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

### WearAnyWay

SSIM: 0.877. Result ID: 69959ba63badfaffe69763d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571f3.md>)

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

### CAT-DM

SSIM: 0.877. Result ID: 69959ba63badfaffe69763d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

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

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

### HR-VITON

SSIM: 0.876. Result ID: 69959ba63badfaffe69763cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b04.md>)

[Implementation](<https://github.com/sangyun884/HR-VITON>)

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

### LaDI-VTON

SSIM: 0.875. Result ID: 69959ba63badfaffe69763d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703f1e209131cea49ece.md>)

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

### VITON-HD

SSIM: 0.862. Result ID: 69959ba63badfaffe69763ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aba1e209131cea2a18c.md>)

[Implementation](<https://github.com/shadow2496/VITON-HD>)

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

Page 1 of 1. This is an index page, not the full collection.
