# Watermarked Image Quality Evaluation on CelebA-HQ Source: [Watermarked Image Quality Evaluation on CelebA-HQ]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:08:44.312Z Evaluation of image quality metrics (PSNR, SSIM) on the CelebA-HQ dataset, specifically focusing on images that have been watermarked. 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 | Watermarked Image Quality Evaluation | | Dataset (including any stated split) | CelebA-HQ | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | WaveGuard | 47.5121 | Not recorded | 68fa78c71e209131cea7a731 | | LampMark | 44.6251 | Not recorded | 68fa78c71e209131cea7a731 | | WaveGuard | 43.253 | Not recorded | 68fa78c71e209131cea7a731 | | LampMark | 42.7825 | Not recorded | 68fa78c71e209131cea7a731 | | CIN | 42.4135 | Not recorded | 68fa78c71e209131cea7a731 | | ARWGAN | 38.5746 | Not recorded | 68fa78c71e209131cea7a731 | | SepMark | 38.5646 | Not recorded | 68fa78c71e209131cea7a731 | | SepMark | 38.5112 | Not recorded | 68fa78c71e209131cea7a731 | | EditGuard | 38.1664 | Not recorded | 68fa78c71e209131cea7a731 | | EditGuard | 37.8254 | Not recorded | 68fa78c71e209131cea7a731 | | PiMoG | 37.7271 | Not recorded | 68fa78c71e209131cea7a731 | | MBRS | 33.0456 | Not recorded | 68fa78c71e209131cea7a731 | | FaceSigns | 32.3319 | Not recorded | 68fa78c71e209131cea7a731 | | ARWGAN | 31.3319 | Not recorded | 68fa78c71e209131cea7a731 | ### WaveGuard PSNR: 47.5121. Result ID: 69ce321947f34ce924b78ce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### LampMark PSNR: 44.6251. Result ID: 69ce321947f34ce924b78ce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### WaveGuard PSNR: 43.253. Result ID: 69ce321947f34ce924b78ced. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"256 × 256","Message Length":"128"}. This record does not assert independent reproduction. ### LampMark PSNR: 42.7825. Result ID: 69ce321947f34ce924b78cec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"256 × 256","Message Length":"128"}. This record does not assert independent reproduction. ### CIN PSNR: 42.4135. Result ID: 69ce321947f34ce924b78ce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### ARWGAN PSNR: 38.5746. Result ID: 69ce321947f34ce924b78ce4. [Reporting paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### SepMark PSNR: 38.5646. Result ID: 69ce321947f34ce924b78ce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"256 × 256","Message Length":"128"}. This record does not assert independent reproduction. ### SepMark PSNR: 38.5112. Result ID: 69ce321947f34ce924b78ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### EditGuard PSNR: 38.1664. Result ID: 69ce321947f34ce924b78ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### EditGuard PSNR: 37.8254. Result ID: 69ce321947f34ce924b78ceb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"256 × 256","Message Length":"128"}. This record does not assert independent reproduction. ### PiMoG PSNR: 37.7271. Result ID: 69ce321947f34ce924b78ce2. [Reporting paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### MBRS PSNR: 33.0456. Result ID: 69ce321947f34ce924b78ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Size":"128 × 128","Message Length":"30"}. This record does not assert independent reproduction. ### FaceSigns PSNR: 32.3319. Result ID: 69ce321947f34ce924b78cea. [Reporting paper]() Recorded evaluation configuration: {"Image Size":"256 × 256","Message Length":"128"}. This record does not assert independent reproduction. ### ARWGAN PSNR: 31.3319. Result ID: 69ce321947f34ce924b78ce9. [Reporting paper]() Recorded evaluation configuration: {"Image Size":"256 × 256","Message Length":"128"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.