# Garment-Only Video Virtual Try-On on TryAny-Bench Garment-only intermediate outputs

Source: [Garment-Only Video Virtual Try-On on TryAny-Bench Garment-only intermediate outputs](<https://www.sota2.com/research/sota/garment-only-video-virtual-try-on-on-tryany-bench-garment-only-intermediate-outputs>)

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

Data updated: 2026-06-09T08:53:41.102Z

Evaluation of Video Virtual Try-On models focusing on garment fidelity using intermediate outputs from the TryAny-Bench dataset. Metrics include VFID\_I, VFID\_R, SSIM, and LPIPS.

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 | Garment-Only Video Virtual Try-On |
| Dataset (including any stated split) | TryAny-Bench Garment-only intermediate outputs |
| Metric | VFID\_I |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [VFID\_I](<https://www.sota2.com/research/sota/garment-only-video-virtual-try-on-on-tryany-bench-garment-only-intermediate-outputs.md?metric=VFID_I>): Lower is better; unit: SCALAR.

- [VFID\_R](<https://www.sota2.com/research/sota/garment-only-video-virtual-try-on-on-tryany-bench-garment-only-intermediate-outputs.md?metric=VFID_R>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/garment-only-video-virtual-try-on-on-tryany-bench-garment-only-intermediate-outputs.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/garment-only-video-virtual-try-on-on-tryany-bench-garment-only-intermediate-outputs.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | VFID\_I | Result date | Report paper |
| --- | --- | --- | --- |
| OmniTryOn | 12.152 | Not recorded | 6a279e2090966ade919bf757 |
| Magic-TryOn | 12.228 | Not recorded | 6a279e2090966ade919bf757 |
| VACE | 13.613 | Not recorded | 6a279e2090966ade919bf757 |
| ViViD | 16.167 | Not recorded | 6a279e2090966ade919bf757 |
| CatV2TON | 21.952 | Not recorded | 6a279e2090966ade919bf757 |
| VAP | 50.804 | Not recorded | 6a279e2090966ade919bf757 |

### OmniTryOn

VFID\_I: 12.152. Result ID: 6a27d45cfbc373592c24b27f.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

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

### Magic-TryOn

VFID\_I: 12.228. Result ID: 6a27d45cfbc373592c24b27a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897fb.md>)

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

### VACE

VFID\_I: 13.613. Result ID: 6a27d45cfbc373592c24b27d.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7298c.md>)

[Implementation](<https://ali-vilab.github.io/VACE-Page/>)

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

### ViViD

VFID\_I: 16.167. Result ID: 6a27d45cfbc373592c24b27c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa734f1e209131cea5bba6.md>)

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

### CatV2TON

VFID\_I: 21.952. Result ID: 6a27d45cfbc373592c24b27b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b01e209131cea6e7d1.md>)

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

### VAP

VFID\_I: 50.804. Result ID: 6a27d45cfbc373592c24b27e.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e2090966ade919bf757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fefc893ef7ccd74e5c581e.md>)

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

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