# Synthetic-output protection on WikiArt Textual Inversion route (synthetic-output)

Source: [Synthetic-output protection on WikiArt Textual Inversion route (synthetic-output)](<https://www.sota2.com/research/sota/synthetic-output-protection-on-wikiart-textual-inversion-route-synthetic-output>)

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

Data updated: 2026-05-22T08:13:18.375Z

Evaluation of synthetic output protection methods applied to images generated via the WikiArt Textual Inversion route, measured using image quality metrics like PSNR, SSIM, LPIPS, and ArtFID.

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 | Synthetic-output protection |
| Dataset (including any stated split) | WikiArt Textual Inversion route (synthetic-output) |
| Metric | CSD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [CSD](<https://www.sota2.com/research/sota/synthetic-output-protection-on-wikiart-textual-inversion-route-synthetic-output.md?metric=CSD>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/synthetic-output-protection-on-wikiart-textual-inversion-route-synthetic-output.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/synthetic-output-protection-on-wikiart-textual-inversion-route-synthetic-output.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/synthetic-output-protection-on-wikiart-textual-inversion-route-synthetic-output.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [ArtFID](<https://www.sota2.com/research/sota/synthetic-output-protection-on-wikiart-textual-inversion-route-synthetic-output.md?metric=ArtFID>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CSD | Result date | Report paper |
| --- | --- | --- | --- |
| AdvWM | 0.439 | Not recorded | 6a0fe32af984739ed6739ed8 |
| Mist | 0.44 | Not recorded | 6a0fe32af984739ed6739ed8 |
| WaveGuard | 0.5 | Not recorded | 6a0fe32af984739ed6739ed8 |
| CosAttack | 0.504 | Not recorded | 6a0fe32af984739ed6739ed8 |
| No protection | 0.792 | Not recorded | 6a0fe32af984739ed6739ed8 |

### AdvWM

CSD: 0.439. Result ID: 6a10101afbc373592c08ebcd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe32af984739ed6739ed8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ed1e209131cea594f4.md>)

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

### Mist

CSD: 0.44. Result ID: 6a10101afbc373592c08ebcb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe32af984739ed6739ed8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea45464.md>)

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

### WaveGuard

CSD: 0.5. Result ID: 6a10101afbc373592c08ebce.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe32af984739ed6739ed8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe32af984739ed6739ed8.md>)

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

### CosAttack

CSD: 0.504. Result ID: 6a10101afbc373592c08ebcc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe32af984739ed6739ed8.md>)

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

### No protection

CSD: 0.792. Result ID: 6a10101afbc373592c08ebca.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe32af984739ed6739ed8.md>)

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

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