# Virtual Try-On on VITON-HD 1.0 (test)

Source: [Virtual Try-On on VITON-HD 1.0 (test)](<https://www.sota2.com/research/sota/virtual-try-on-on-viton-hd-1-0-test>)

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

Data updated: 2026-02-26T05:44:29.519Z

Evaluation of Virtual Try-On performance on the test split of the VITON-HD 1.0 dataset, reporting image fidelity metrics including 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 | Virtual Try-On |
| Dataset (including any stated split) | VITON-HD 1.0 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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-viton-hd-1-0-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/virtual-try-on-on-viton-hd-1-0-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/virtual-try-on-on-viton-hd-1-0-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/virtual-try-on-on-viton-hd-1-0-test.md?metric=KID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| VTON-HandFit | 5.9564 | Not recorded | 68fa74a51e209131cea62e95 |
| CatVTON | 6.1394 | Not recorded | 68fa74a51e209131cea62e95 |
| IDM-VTON | 6.3381 | Not recorded | 68fa74a51e209131cea62e95 |
| OOTDiffusion | 6.5186 | Not recorded | 68fa74a51e209131cea62e95 |
| LaDI-VTON | 6.6044 | Not recorded | 68fa74a51e209131cea62e95 |
| StableVTON | 6.8581 | Not recorded | 68fa74a51e209131cea62e95 |
| StableVITON | 8.233 | Not recorded | 68fa71571e209131cea50ab0 |
| AnyFit | 8.6 | Not recorded | 68fa73671e209131cea5c40b |
| StableVITON | 8.698 | Not recorded | 68fa71571e209131cea50ab0 |
| DCI-VTON | 8.754 | Not recorded | 68fa71571e209131cea50ab0 |
| DCI-VTON | 8.76 | Not recorded | 68fa73671e209131cea5c40b |
| VTON-HandFit | 8.8178 | Not recorded | 68fa74a51e209131cea62e95 |
| GP-VTON | 9.072 | Not recorded | 68fa71571e209131cea50ab0 |
| IDM | 9.12 | Not recorded | 68fa73671e209131cea5c40b |
| CatVTON | 9.1434 | Not recorded | 68fa74a51e209131cea62e95 |
| GP-VTON\* | 9.17 | Not recorded | 68fa73671e209131cea5c40b |
| StableVTON | 9.35 | Not recorded | 68fa73671e209131cea5c40b |
| LaDI-VTON | 9.4095 | Not recorded | 68fa74a51e209131cea62e95 |
| LADI-VTON | 9.42 | Not recorded | 68fa73671e209131cea5c40b |
| LADI-VTON | 9.48 | Not recorded | 68fa71571e209131cea50ab0 |
| StableVTON | 9.5868 | Not recorded | 68fa74a51e209131cea62e95 |
| IDM-VTON | 9.6114 | Not recorded | 68fa74a51e209131cea62e95 |
| OOTDiffusion | 9.6733 | Not recorded | 68fa74a51e209131cea62e95 |
| HR-VITON | 11.265 | Not recorded | 68fa71571e209131cea50ab0 |
| Paint-by-Example | 11.939 | Not recorded | 68fa71571e209131cea50ab0 |
| VITON-HD | 12.117 | Not recorded | 68fa71571e209131cea50ab0 |
| HR-VTON | 12.31 | Not recorded | 68fa73671e209131cea5c40b |

### VTON-HandFit

FID: 5.9564. Result ID: 699352db3a6c314849152f5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

[Implementation](<https://github.com/VTON-HandFit/VTON-HandFit>)

Recorded evaluation configuration: {"Setting":"Paired"}. This record does not assert independent reproduction.

### CatVTON

FID: 6.1394. Result ID: 699352db3a6c314849152f59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

Recorded evaluation configuration: {"Setting":"Paired"}. This record does not assert independent reproduction.

### IDM-VTON

FID: 6.3381. Result ID: 699352db3a6c314849152f55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

Recorded evaluation configuration: {"Setting":"Paired"}. This record does not assert independent reproduction.

### OOTDiffusion

FID: 6.5186. Result ID: 699352db3a6c314849152f57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

Recorded evaluation configuration: {"Setting":"Paired"}. This record does not assert independent reproduction.

### LaDI-VTON

FID: 6.6044. Result ID: 699352db3a6c314849152f51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

Recorded evaluation configuration: {"Setting":"Paired"}. This record does not assert independent reproduction.

### StableVTON

FID: 6.8581. Result ID: 699352db3a6c314849152f53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

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

Recorded evaluation configuration: {"Setting":"Paired"}. This record does not assert independent reproduction.

### StableVITON

FID: 8.233. Result ID: 6991c68a3a6c3148490a8381.

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

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

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

Recorded evaluation configuration: {"Refinement":"RePaint"}. This record does not assert independent reproduction.

### AnyFit

FID: 8.6. Result ID: 6992c7fd3a6c31484911761d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.md>)

[Implementation](<https://colorful-liyu.github.io/anyfit-page/>)

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

### StableVITON

FID: 8.698. Result ID: 6991c68a3a6c3148490a8380.

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

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

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

Recorded evaluation configuration: {"Refinement":"None"}. This record does not assert independent reproduction.

### DCI-VTON

FID: 8.754. Result ID: 6991c68a3a6c3148490a837e.

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

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

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

### DCI-VTON

FID: 8.76. Result ID: 6992c7fd3a6c314849117618.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.md>)

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

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

### VTON-HandFit

FID: 8.8178. Result ID: 699352db3a6c314849152f5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

[Implementation](<https://github.com/VTON-HandFit/VTON-HandFit>)

Recorded evaluation configuration: {"Setting":"Unpaired"}. This record does not assert independent reproduction.

### GP-VTON

FID: 9.072. Result ID: 6991c68a3a6c3148490a837f.

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

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

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

### IDM

FID: 9.12. Result ID: 6992c7fd3a6c31484911761c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.md>)

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

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

### CatVTON

FID: 9.1434. Result ID: 699352db3a6c314849152f5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

Recorded evaluation configuration: {"Setting":"Unpaired"}. This record does not assert independent reproduction.

### GP-VTON\*

FID: 9.17. Result ID: 6992c7fd3a6c31484911761a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.md>)

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

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

### StableVTON

FID: 9.35. Result ID: 6992c7fd3a6c314849117619.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.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.

### LaDI-VTON

FID: 9.4095. Result ID: 699352db3a6c314849152f52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

Recorded evaluation configuration: {"Setting":"Unpaired"}. This record does not assert independent reproduction.

### LADI-VTON

FID: 9.42. Result ID: 6992c7fd3a6c31484911761b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.md>)

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

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

### LADI-VTON

FID: 9.48. Result ID: 6991c68a3a6c3148490a837c.

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

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

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

### StableVTON

FID: 9.5868. Result ID: 699352db3a6c314849152f54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

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

Recorded evaluation configuration: {"Setting":"Unpaired"}. This record does not assert independent reproduction.

### IDM-VTON

FID: 9.6114. Result ID: 699352db3a6c314849152f56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

Recorded evaluation configuration: {"Setting":"Unpaired"}. This record does not assert independent reproduction.

### OOTDiffusion

FID: 9.6733. Result ID: 699352db3a6c314849152f58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e95.md>)

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

Recorded evaluation configuration: {"Setting":"Unpaired"}. This record does not assert independent reproduction.

### HR-VITON

FID: 11.265. Result ID: 6991c68a3a6c3148490a837b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50ab0.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.

### Paint-by-Example

FID: 11.939. Result ID: 6991c68a3a6c3148490a837d.

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

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

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

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

### VITON-HD

FID: 12.117. Result ID: 6991c68a3a6c3148490a837a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50ab0.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.

### HR-VTON

FID: 12.31. Result ID: 6992c7fd3a6c314849117617.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c40b.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.

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