# Watermark Verification Runtime on VBench 2.0

Source: [Watermark Verification Runtime on VBench 2.0](<https://www.sota2.com/research/sota/watermark-verification-runtime-on-vbench-2-0>)

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

Data updated: 2026-04-15T09:13:48.198Z

Evaluation of watermark verification performance on the VBench 2.0 dataset, focusing on runtime metrics such as VAE encoding time, inversion time, and similarity error.

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 | Watermark Verification Runtime |
| Dataset (including any stated split) | VBench 2.0 |
| Metric | VAE Encode Time |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [VAE Encode Time](<https://www.sota2.com/research/sota/watermark-verification-runtime-on-vbench-2-0.md?metric=VAE%20Encode%20Time>): Lower is better; unit: TIME.

- [Inversion Time (WIND, PRC, GS)](<https://www.sota2.com/research/sota/watermark-verification-runtime-on-vbench-2-0.md?metric=Inversion%20Time%20(WIND%2C%20PRC%2C%20GS)>): Lower is better; unit: TIME.

- [Cosine Similarity Time (Ours)](<https://www.sota2.com/research/sota/watermark-verification-runtime-on-vbench-2-0.md?metric=Cosine%20Similarity%20Time%20(Ours)>): Lower is better; unit: TIME.

## Recorded results

| Method | VAE Encode Time | Result date | Report paper |
| --- | --- | --- | --- |
| WIND | 6.463 | Not recorded | 68fa7c2d1e209131cea8ce1c |
| PRC | 6.463 | Not recorded | 68fa7c2d1e209131cea8ce1c |
| GS | 6.463 | Not recorded | 68fa7c2d1e209131cea8ce1c |
| NoisePrints | 6.463 | Not recorded | 68fa7c2d1e209131cea8ce1c |

### WIND

VAE Encode Time: 6.463. Result ID: 69df56bb47f34ce924c850c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78461e209131cea778e8.md>)

Recorded evaluation configuration: {"Model":"Wan2.1-1.3B","Sampling steps":"25 steps"}. This record does not assert independent reproduction.

### PRC

VAE Encode Time: 6.463. Result ID: 69df56bb47f34ce924c850c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78351e209131cea77372.md>)

Recorded evaluation configuration: {"Model":"Wan2.1-1.3B","Sampling steps":"25 steps"}. This record does not assert independent reproduction.

### GS

VAE Encode Time: 6.463. Result ID: 69df56bb47f34ce924c850c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4a6.md>)

Recorded evaluation configuration: {"Model":"Wan2.1-1.3B","Sampling steps":"25 steps"}. This record does not assert independent reproduction.

### NoisePrints

VAE Encode Time: 6.463. Result ID: 69df56bb47f34ce924c850c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce1c.md>)

Recorded evaluation configuration: {"Model":"Wan2.1-1.3B","Sampling steps":"25 steps"}. This record does not assert independent reproduction.

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