# Watermark Verification Runtime on Gustavo prompts 2022 Source: [Watermark Verification Runtime on Gustavo prompts 2022]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:13:48.175Z Evaluation of the computational runtime performance for watermark verification processes, including encoding and inversion steps, on the Gustavo prompts 2022 dataset. 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) | Gustavo prompts 2022 | | Metric | VAE Encode Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 (s)](): Lower is better; unit: TIME. - [Inversion Time (WIND, PRC, GS) (s)](): Lower is better; unit: TIME. - [Cosine Similarity (Ours)](): Higher is better; unit: SCALAR. ## Recorded results | Method | VAE Encode Time (s) | Result date | Report paper | | --- | --- | --- | --- | | WIND | 0.037 | Not recorded | 68fa7c2d1e209131cea8ce1c | | PRC | 0.037 | Not recorded | 68fa7c2d1e209131cea8ce1c | | GS | 0.037 | Not recorded | 68fa7c2d1e209131cea8ce1c | | NoisePrints | 0.037 | Not recorded | 68fa7c2d1e209131cea8ce1c | | WIND | 0.152 | Not recorded | 68fa7c2d1e209131cea8ce1c | | PRC | 0.152 | Not recorded | 68fa7c2d1e209131cea8ce1c | | GS | 0.152 | Not recorded | 68fa7c2d1e209131cea8ce1c | | NoisePrints | 0.152 | Not recorded | 68fa7c2d1e209131cea8ce1c | | WIND | 0.155 | Not recorded | 68fa7c2d1e209131cea8ce1c | | PRC | 0.155 | Not recorded | 68fa7c2d1e209131cea8ce1c | | GS | 0.155 | Not recorded | 68fa7c2d1e209131cea8ce1c | | NoisePrints | 0.155 | Not recorded | 68fa7c2d1e209131cea8ce1c | | WIND | 0.158 | Not recorded | 68fa7c2d1e209131cea8ce1c | | PRC | 0.158 | Not recorded | 68fa7c2d1e209131cea8ce1c | | GS | 0.158 | Not recorded | 68fa7c2d1e209131cea8ce1c | | NoisePrints | 0.158 | Not recorded | 68fa7c2d1e209131cea8ce1c | ### WIND VAE Encode Time (s): 0.037. Result ID: 69df56bb47f34ce924c850b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD2.0","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### PRC VAE Encode Time (s): 0.037. Result ID: 69df56bb47f34ce924c850b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD2.0","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### GS VAE Encode Time (s): 0.037. Result ID: 69df56bb47f34ce924c850b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD2.0","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### NoisePrints VAE Encode Time (s): 0.037. Result ID: 69df56bb47f34ce924c850b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD2.0","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### WIND VAE Encode Time (s): 0.152. Result ID: 69df56bb47f34ce924c850ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### PRC VAE Encode Time (s): 0.152. Result ID: 69df56bb47f34ce924c850bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### GS VAE Encode Time (s): 0.152. Result ID: 69df56bb47f34ce924c850bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### NoisePrints VAE Encode Time (s): 0.152. Result ID: 69df56bb47f34ce924c850bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","Sampling steps":"50 steps"}. This record does not assert independent reproduction. ### WIND VAE Encode Time (s): 0.155. Result ID: 69df56bb47f34ce924c850c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-schnell","Sampling steps":"4 steps"}. This record does not assert independent reproduction. ### PRC VAE Encode Time (s): 0.155. Result ID: 69df56bb47f34ce924c850c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-schnell","Sampling steps":"4 steps"}. This record does not assert independent reproduction. ### GS VAE Encode Time (s): 0.155. Result ID: 69df56bb47f34ce924c850c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-schnell","Sampling steps":"4 steps"}. This record does not assert independent reproduction. ### NoisePrints VAE Encode Time (s): 0.155. Result ID: 69df56bb47f34ce924c850c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-schnell","Sampling steps":"4 steps"}. This record does not assert independent reproduction. ### WIND VAE Encode Time (s): 0.158. Result ID: 69df56bb47f34ce924c850be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-dev","Sampling steps":"20 steps"}. This record does not assert independent reproduction. ### PRC VAE Encode Time (s): 0.158. Result ID: 69df56bb47f34ce924c850bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-dev","Sampling steps":"20 steps"}. This record does not assert independent reproduction. ### GS VAE Encode Time (s): 0.158. Result ID: 69df56bb47f34ce924c850c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-dev","Sampling steps":"20 steps"}. This record does not assert independent reproduction. ### NoisePrints VAE Encode Time (s): 0.158. Result ID: 69df56bb47f34ce924c850c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux-dev","Sampling steps":"20 steps"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.