# Image Watermarking on WikiArt Source: [Image Watermarking on WikiArt]() Collection index: [llms.txt]() Data updated: 2026-05-22T08:13:18.409Z Evaluation of image watermarking embedding quality and robustness on the WikiArt dataset, measured using perceptual metrics (PSNR, SSIM, LPIPS) and resilience against various common transformations and attacks (Rotation, JPEG compression, Noise, Brightness changes). 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 | Image Watermarking | | Dataset (including any stated split) | WikiArt | | Metric | Cheng20 Distance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [Cheng20 Distance](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [Quality (Pre-Attack)](): Higher is better; unit: PERCENT. - [Robustness (Rotation)](): Higher is better; unit: PERCENT. - [Robustness (JPEG)](): Higher is better; unit: PERCENT. - [Robustness (Blur)](): Higher is better; unit: PERCENT. - [Robustness (Contrast)](): Higher is better; unit: PERCENT. - [Robustness (Noise)](): Higher is better; unit: PERCENT. - [Robustness (Brightness)](): Higher is better; unit: PERCENT. - [BM-SHJ18 Distance](): Lower is better; unit: SCALAR. - [ArtFID](): Lower is better; unit: SCALAR. ## Recorded results | Method | Cheng20 Distance | Result date | Report paper | | --- | --- | --- | --- | | DwtDct | 0 | Not recorded | 69438a67423ea422657292c1 | | DwtDctSvd | 0 | Not recorded | 69438a67423ea422657292c1 | | SSL | 0 | Not recorded | 69438a67423ea422657292c1 | | MELB | 0.02 | Not recorded | 69438a67423ea422657292c1 | | RivaGAN | 0.072 | Not recorded | 69438a67423ea422657292c1 | | CosAttack | 0.418 | Not recorded | 6a0fe32af984739ed6739ed8 | | Mist | 0.45 | Not recorded | 6a0fe32af984739ed6739ed8 | | AdvWM | 0.485 | Not recorded | 6a0fe32af984739ed6739ed8 | | WaveGuard | 0.51 | Not recorded | 6a0fe32af984739ed6739ed8 | | CIN | 0.664 | Not recorded | 69438a67423ea422657292c1 | | No protection | 0.743 | Not recorded | 6a0fe32af984739ed6739ed8 | | StegaStamp | 1 | Not recorded | 69438a67423ea422657292c1 | | ZoDiac | 1 | Not recorded | 69438a67423ea422657292c1 | ### DwtDct Cheng20 Distance: 0. Result ID: 69983aaa5698665ec4969a4e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DwtDctSvd Cheng20 Distance: 0. Result ID: 69983aaa5698665ec4969a4f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSL Cheng20 Distance: 0. Result ID: 69983aaa5698665ec4969a51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MELB Cheng20 Distance: 0.02. Result ID: 69983aaa5698665ec4969a4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RivaGAN Cheng20 Distance: 0.072. Result ID: 69983aaa5698665ec4969a50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CosAttack Cheng20 Distance: 0.418. Result ID: 6a10101afbc373592c08ebc2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mist Cheng20 Distance: 0.45. Result ID: 6a10101afbc373592c08ebc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AdvWM Cheng20 Distance: 0.485. Result ID: 6a10101afbc373592c08ebc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WaveGuard Cheng20 Distance: 0.51. Result ID: 6a10101afbc373592c08ebc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CIN Cheng20 Distance: 0.664. Result ID: 69983aaa5698665ec4969a52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### No protection Cheng20 Distance: 0.743. Result ID: 6a10101afbc373592c08ebc0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StegaStamp Cheng20 Distance: 1. Result ID: 69983aaa5698665ec4969a53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZoDiac Cheng20 Distance: 1. Result ID: 69983aaa5698665ec4969a54. [Reporting paper]() [Method origin paper]() [Implementation]() 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.