# Watermark Recovery on CelebA-HQ 128x128 resolution (test) Source: [Watermark Recovery on CelebA-HQ 128x128 resolution (test)]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:08:44.351Z Evaluation of Watermark Recovery performance on the CelebA-HQ dataset (128x128 resolution test set). Performance is quantified using Bit Error Rate (BER) across a comprehensive suite of robustness tests, including common image distortions and advanced generative attack simulations (e.g., SimSwap, StarGAN variations). 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 Recovery | | Dataset (including any stated split) | CelebA-HQ 128x128 resolution (test) | | Metric | Jpeg Test BER | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Jpeg Test BER](): Lower is better; unit: PERCENT. - [Resize BER](): Lower is better; unit: PERCENT. - [Gaussian Blur BER](): Lower is better; unit: PERCENT. - [Median Blur BER](): Lower is better; unit: PERCENT. - [Dropout BER](): Lower is better; unit: PERCENT. - [Salt & Pepper Noise BER](): Lower is better; unit: PERCENT. - [Gaussian Noise BER](): Lower is better; unit: PERCENT. - [Average Common BER](): Lower is better; unit: PERCENT. - [FSRT BER](): Lower is better; unit: PERCENT. - [SimSwap BER](): Lower is better; unit: PERCENT. - [CSCS BER](): Lower is better; unit: PERCENT. - [HifiFace BER](): Lower is better; unit: PERCENT. - [Uniface BER](): Lower is better; unit: PERCENT. - [GANimation BER](): Lower is better; unit: PERCENT. - [StarGAN (Male) BER](): Lower is better; unit: PERCENT. - [StarGAN (Young) BER](): Lower is better; unit: PERCENT. - [StarGAN (Black Hair) BER](): Lower is better; unit: PERCENT. - [StarGAN (Blond Hair) BER](): Lower is better; unit: PERCENT. - [StarGAN (Brown Hair) BER](): Lower is better; unit: PERCENT. - [Average Deepfake BER](): Lower is better; unit: PERCENT. ## Recorded results | Method | Jpeg Test BER | Result date | Report paper | | --- | --- | --- | --- | | LampMark | 0 | Not recorded | 68fa78c71e209131cea7a731 | | WaveGuard | 0 | Not recorded | 68fa78c71e209131cea7a731 | | WaveGuard | 0 | Not recorded | 68fa78c71e209131cea7a731 | | SepMark | 0.2136 | Not recorded | 68fa78c71e209131cea7a731 | | SepMark | 0.2172 | Not recorded | 68fa78c71e209131cea7a731 | | MBRS | 0.2597 | Not recorded | 68fa78c71e209131cea7a731 | | EditGuard | 1.4152 | Not recorded | 68fa78c71e209131cea7a731 | | CIN | 2.4317 | Not recorded | 68fa78c71e209131cea7a731 | | ARWGAN | 6.7001 | Not recorded | 68fa78c71e209131cea7a731 | | PIMoG | 18.4971 | Not recorded | 68fa78c71e209131cea7a731 | ### LampMark Jpeg Test BER: 0. Result ID: 69ce321947f34ce924b78cf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WaveGuard Jpeg Test BER: 0. Result ID: 69ce321947f34ce924b78cf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Component":"Tracer"}. This record does not assert independent reproduction. ### WaveGuard Jpeg Test BER: 0. Result ID: 69ce321947f34ce924b78cf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Component":"Detector"}. This record does not assert independent reproduction. ### SepMark Jpeg Test BER: 0.2136. Result ID: 69ce321947f34ce924b78cf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Component":"Tracer"}. This record does not assert independent reproduction. ### SepMark Jpeg Test BER: 0.2172. Result ID: 69ce321947f34ce924b78cf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Component":"Detector"}. This record does not assert independent reproduction. ### MBRS Jpeg Test BER: 0.2597. Result ID: 69ce321947f34ce924b78cee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EditGuard Jpeg Test BER: 1.4152. Result ID: 69ce321947f34ce924b78cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CIN Jpeg Test BER: 2.4317. Result ID: 69ce321947f34ce924b78cef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARWGAN Jpeg Test BER: 6.7001. Result ID: 69ce321947f34ce924b78cf1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIMoG Jpeg Test BER: 18.4971. Result ID: 69ce321947f34ce924b78cf0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.