# Video Virtual Try-on on Our collected dataset (test)

Source: [Video Virtual Try-on on Our collected dataset (test)](<https://www.sota2.com/research/sota/video-virtual-try-on-on-our-collected-dataset-test>)

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

Data updated: 2026-02-26T06:03:21.799Z

Evaluation of Video Virtual Try-on models on the test split of the custom 'Our collected dataset', utilizing image fidelity metrics (SSIM, LPIPS) and specialized VFID metrics.

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 | Video Virtual Try-on |
| Dataset (including any stated split) | Our collected dataset (test) |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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/video-virtual-try-on-on-our-collected-dataset-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/video-virtual-try-on-on-our-collected-dataset-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [VFID (I3D)](<https://www.sota2.com/research/sota/video-virtual-try-on-on-our-collected-dataset-test.md?metric=VFID%20(I3D)>): Lower is better; unit: SCALAR.

- [VFID (ResNeXt101)](<https://www.sota2.com/research/sota/video-virtual-try-on-on-our-collected-dataset-test.md?metric=VFID%20(ResNeXt101)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| ClothFormer | 0.959 | Not recorded | 68fa6c671e209131cea33e13 |
| ClothFormer | 0.958 | Not recorded | 68fa6c671e209131cea33e13 |
| ClothFormer-tiny | 0.955 | Not recorded | 68fa6c671e209131cea33e13 |
| ClothFormer | 0.953 | Not recorded | 68fa6c671e209131cea33e13 |
| ClothFormer | 0.949 | Not recorded | 68fa6c671e209131cea33e13 |
| ACGPN | 0.936 | Not recorded | 68fa6c671e209131cea33e13 |
| PBAFN | 0.932 | Not recorded | 68fa6c671e209131cea33e13 |
| CP-VTON | 0.929 | Not recorded | 68fa6c671e209131cea33e13 |
| PBAFN | 0.841 | Not recorded | 68fa6c671e209131cea33e13 |
| ACGPN | 0.786 | Not recorded | 68fa6c671e209131cea33e13 |
| FW-GAN | 0.705 | Not recorded | 68fa6c671e209131cea33e13 |
| CP-VTON | 0.682 | Not recorded | 68fa6c671e209131cea33e13 |

### ClothFormer

SSIM: 0.959. Result ID: 698f11893a6c314849f5762c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Implementation](<https://github.com/luxiangju-PersonAI/ClothFormer>)

Recorded evaluation configuration: {"variant":"‡"}. This record does not assert independent reproduction.

### ClothFormer

SSIM: 0.958. Result ID: 698f11893a6c314849f5762f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Implementation](<https://github.com/luxiangju-PersonAI/ClothFormer>)

Recorded evaluation configuration: {"variant":"final"}. This record does not assert independent reproduction.

### ClothFormer-tiny

SSIM: 0.955. Result ID: 698f11893a6c314849f5762e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Implementation](<https://github.com/luxiangju-PersonAI/ClothFormer>)

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

### ClothFormer

SSIM: 0.953. Result ID: 698f11893a6c314849f5762b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Implementation](<https://github.com/luxiangju-PersonAI/ClothFormer>)

Recorded evaluation configuration: {"variant":"†"}. This record does not assert independent reproduction.

### ClothFormer

SSIM: 0.949. Result ID: 698f11893a6c314849f5762d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Implementation](<https://github.com/luxiangju-PersonAI/ClothFormer>)

Recorded evaluation configuration: {"variant":"♢"}. This record does not assert independent reproduction.

### ACGPN

SSIM: 0.936. Result ID: 698f11893a6c314849f57629.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

Recorded evaluation configuration: {"variant":"\*"}. This record does not assert independent reproduction.

### PBAFN

SSIM: 0.932. Result ID: 698f11893a6c314849f5762a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697a1e209131cea224ef.md>)

[Implementation](<https://github.com/geyuying/PF-AFN>)

Recorded evaluation configuration: {"variant":"\*"}. This record does not assert independent reproduction.

### CP-VTON

SSIM: 0.929. Result ID: 698f11893a6c314849f57628.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64d91e209131cea06af2.md>)

Recorded evaluation configuration: {"variant":"\*"}. This record does not assert independent reproduction.

### PBAFN

SSIM: 0.841. Result ID: 698f11893a6c314849f57626.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697a1e209131cea224ef.md>)

[Implementation](<https://github.com/geyuying/PF-AFN>)

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

### ACGPN

SSIM: 0.786. Result ID: 698f11893a6c314849f57625.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

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

### FW-GAN

SSIM: 0.705. Result ID: 698f11893a6c314849f57627.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

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

### CP-VTON

SSIM: 0.682. Result ID: 698f11893a6c314849f57624.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c671e209131cea33e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64d91e209131cea06af2.md>)

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.
