# Virtual Try-On on Tstars-VTON Multi-Garment

Source: [Virtual Try-On on Tstars-VTON Multi-Garment](<https://www.sota2.com/research/sota/virtual-try-on-on-tstars-vton-multi-garment>)

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

Data updated: 2026-04-23T10:04:47.873Z

Evaluation of Virtual Try-On models using the Tstars-VTON Multi-Garment dataset, assessed via human preference scores covering overall quality, identity consistency, garment fidelity, background preservation, and physical logic.

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) | Tstars-VTON Multi-Garment |
| Metric | Overall Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Overall Score](<https://www.sota2.com/research/sota/virtual-try-on-on-tstars-vton-multi-garment.md?metric=Overall%20Score>): Higher is better; unit: SCALAR.

- [Identity Consistency Score](<https://www.sota2.com/research/sota/virtual-try-on-on-tstars-vton-multi-garment.md?metric=Identity%20Consistency%20Score>): Higher is better; unit: SCALAR.

- [Garment Fidelity Score](<https://www.sota2.com/research/sota/virtual-try-on-on-tstars-vton-multi-garment.md?metric=Garment%20Fidelity%20Score>): Higher is better; unit: SCALAR.

- [Background Preservation Score](<https://www.sota2.com/research/sota/virtual-try-on-on-tstars-vton-multi-garment.md?metric=Background%20Preservation%20Score>): Higher is better; unit: SCALAR.

- [Physical Logic Score](<https://www.sota2.com/research/sota/virtual-try-on-on-tstars-vton-multi-garment.md?metric=Physical%20Logic%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Overall Score | Result date | Report paper |
| --- | --- | --- | --- |
| Tstars-Tryon 1.0 | 9.171 | Not recorded | 69e85c027d0172140ec8136b |
| Seedream5 lite | 8.914 | Not recorded | 69e85c027d0172140ec8136b |
| Nano Banana Pro | 8.54 | Not recorded | 69e85c027d0172140ec8136b |
| GPT-Image-1.5 | 8.391 | Not recorded | 69e85c027d0172140ec8136b |
| FLUX.2-klein-9B | 8.161 | Not recorded | 69e85c027d0172140ec8136b |
| FLUX.2-dev | 7.775 | Not recorded | 69e85c027d0172140ec8136b |
| QwenEdit-2511 | 6.441 | Not recorded | 69e85c027d0172140ec8136b |
| FastFit | 6.039 | Not recorded | 69e85c027d0172140ec8136b |
| FireRed-Image-Edit-1.1 | 4.822 | Not recorded | 69e85c027d0172140ec8136b |

### Tstars-Tryon 1.0

Overall Score: 9.171. Result ID: 69e9eeac47f34ce924d1a2a2.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

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

### Seedream5 lite

Overall Score: 8.914. Result ID: 69e9eeac47f34ce924d1a2a1.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba51e209131cea89983.md>)

Recorded evaluation configuration: {"Access Type":"Closed-source"}. This record does not assert independent reproduction.

### Nano Banana Pro

Overall Score: 8.54. Result ID: 69e9eeac47f34ce924d1a2a0.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

Recorded evaluation configuration: {"Access Type":"Closed-source"}. This record does not assert independent reproduction.

### GPT-Image-1.5

Overall Score: 8.391. Result ID: 69e9eeac47f34ce924d1a29f.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

Recorded evaluation configuration: {"Access Type":"Closed-source"}. This record does not assert independent reproduction.

### FLUX.2-klein-9B

Overall Score: 8.161. Result ID: 69e9eeac47f34ce924d1a29d.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

Recorded evaluation configuration: {"Access Type":"Open-source"}. This record does not assert independent reproduction.

### FLUX.2-dev

Overall Score: 7.775. Result ID: 69e9eeac47f34ce924d1a29c.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

Recorded evaluation configuration: {"Access Type":"Open-source"}. This record does not assert independent reproduction.

### QwenEdit-2511

Overall Score: 6.441. Result ID: 69e9eeac47f34ce924d1a29b.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6a1e209131cea83137.md>)

Recorded evaluation configuration: {"Access Type":"Open-source"}. This record does not assert independent reproduction.

### FastFit

Overall Score: 6.039. Result ID: 69e9eeac47f34ce924d1a29a.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b001e209131cea862b0.md>)

Recorded evaluation configuration: {"Access Type":"Open-source"}. This record does not assert independent reproduction.

### FireRed-Image-Edit-1.1

Overall Score: 4.822. Result ID: 69e9eeac47f34ce924d1a29e.

[Reporting paper](<https://www.sota2.com/research/paper/69e85c027d0172140ec8136b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f62c9ebc499c97409ba5.md>)

[Implementation](<https://github.com/FireRedTeam/FireRed-Image-Edit>)

Recorded evaluation configuration: {"Access Type":"Open-source"}. This record does not assert independent reproduction.

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