# Watermarking Efficiency on Imagenet Diffusion 256x256 (test)

Source: [Watermarking Efficiency on Imagenet Diffusion 256x256 (test)](<https://www.sota2.com/research/sota/watermarking-efficiency-on-imagenet-diffusion-256x256-test>)

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

Data updated: 2026-02-26T05:45:57.557Z

Evaluation of the computational efficiency of watermarking techniques on images generated by the Imagenet Diffusion model at 256x256 resolution, specifically measuring generation time and validation time.

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 | Watermarking Efficiency |
| Dataset (including any stated split) | Imagenet Diffusion 256x256 (test) |
| Metric | Generation Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Generation Time (s)](<https://www.sota2.com/research/sota/watermarking-efficiency-on-imagenet-diffusion-256x256-test.md?metric=Generation%20Time%20(s)>): Lower is better; unit: TIME.

- [Validation Time (s)](<https://www.sota2.com/research/sota/watermarking-efficiency-on-imagenet-diffusion-256x256-test.md?metric=Validation%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Generation Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| W/o Watermark | 3.479 | Not recorded | 68fa77c91e209131cea7552f |
| Tree-Ring | 3.482 | Not recorded | 68fa77c91e209131cea7552f |
| DwtDct | 3.492 | Not recorded | 68fa77c91e209131cea7552f |
| DwtDctSvd | 3.511 | Not recorded | 68fa77c91e209131cea7552f |
| ROBIN | 3.592 | Not recorded | 68fa77c91e209131cea7552f |
| RivaGAN | 3.661 | Not recorded | 68fa77c91e209131cea7552f |

### W/o Watermark

Generation Time (s): 3.479. Result ID: 6995695c3badfaffe65d2e2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

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

### Tree-Ring

Generation Time (s): 3.482. Result ID: 6995695c3badfaffe65d2e2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70001e209131cea4872a.md>)

Recorded evaluation configuration: {"Processing Type":"In-processing"}. This record does not assert independent reproduction.

### DwtDct

Generation Time (s): 3.492. Result ID: 6995695c3badfaffe65d2e2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

Recorded evaluation configuration: {"Processing Type":"Post-processing"}. This record does not assert independent reproduction.

### DwtDctSvd

Generation Time (s): 3.511. Result ID: 6995695c3badfaffe65d2e2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

Recorded evaluation configuration: {"Processing Type":"Post-processing"}. This record does not assert independent reproduction.

### ROBIN

Generation Time (s): 3.592. Result ID: 6995695c3badfaffe65d2e2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

[Implementation](<https://github.com/Hannah1102/ROBIN>)

Recorded evaluation configuration: {"Processing Type":"In-processing"}. This record does not assert independent reproduction.

### RivaGAN

Generation Time (s): 3.661. Result ID: 6995695c3badfaffe65d2e2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7552f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66581e209131cea0faaa.md>)

Recorded evaluation configuration: {"Processing Type":"Post-processing"}. This record does not assert independent reproduction.

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