# Watermarking Robustness on LVLM Evaluation Set (test) Source: [Watermarking Robustness on LVLM Evaluation Set (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:53.720Z Evaluation of model robustness against digital watermarking attacks or extraction methods applied to the LVLM Evaluation Set (test split), measured by relative and absolute performance 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 | Watermarking Robustness | | Dataset (including any stated split) | LVLM Evaluation Set (test) | | Metric | Relative Drop | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 36 of 36 | | 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 - [Relative Drop](): Lower is better; unit: PERCENT. - [Absolute Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | Relative Drop | Result date | Report paper | | --- | --- | --- | --- | | KGW | 0 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 0 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 0 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 0 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 0 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 0 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 0.07 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 0.11 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 0.2 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 0.24 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 0.7 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 0.71 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 0.82 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 0.83 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 0.87 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 1.52 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 1.71 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 1.76 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 1.82 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 1.86 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 1.96 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 2.08 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 2.95 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 3.34 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 3.55 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 4.13 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 6.66 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 6.97 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 9.06 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 10.46 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 11.28 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 11.84 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 13.25 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 16.46 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 26.36 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 36.32 | Not recorded | 698c0d55c97a0b3e3b5e1379 | ### KGW Relative Drop: 0. Result ID: 69971d7b5698665ec46b9136. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Unattacked"}. This record does not assert independent reproduction. ### SynthID Relative Drop: 0. Result ID: 69971d7b5698665ec46b913c. [Reporting paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Unattacked"}. This record does not assert independent reproduction. ### IE Relative Drop: 0. Result ID: 69971d7b5698665ec46b9142. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Unattacked"}. This record does not assert independent reproduction. ### MorphMark Relative Drop: 0. Result ID: 69971d7b5698665ec46b9148. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Unattacked"}. This record does not assert independent reproduction. ### VLA-Mark Relative Drop: 0. Result ID: 69971d7b5698665ec46b914e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Unattacked"}. This record does not assert independent reproduction. ### AGMark Relative Drop: 0. Result ID: 69971d7b5698665ec46b9154. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Unattacked"}. This record does not assert independent reproduction. ### KGW Relative Drop: 0.07. Result ID: 69971d7b5698665ec46b9137. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Insert"}. This record does not assert independent reproduction. ### KGW Relative Drop: 0.11. Result ID: 69971d7b5698665ec46b9138. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Delete"}. This record does not assert independent reproduction. ### KGW Relative Drop: 0.2. Result ID: 69971d7b5698665ec46b9139. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Synonym"}. This record does not assert independent reproduction. ### KGW Relative Drop: 0.24. Result ID: 69971d7b5698665ec46b913a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Translate"}. This record does not assert independent reproduction. ### AGMark Relative Drop: 0.7. Result ID: 69971d7b5698665ec46b9155. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Insert"}. This record does not assert independent reproduction. ### AGMark Relative Drop: 0.71. Result ID: 69971d7b5698665ec46b9156. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Delete"}. This record does not assert independent reproduction. ### AGMark Relative Drop: 0.82. Result ID: 69971d7b5698665ec46b9158. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Translate"}. This record does not assert independent reproduction. ### MorphMark Relative Drop: 0.83. Result ID: 69971d7b5698665ec46b9149. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Insert"}. This record does not assert independent reproduction. ### AGMark Relative Drop: 0.87. Result ID: 69971d7b5698665ec46b9157. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Synonym"}. This record does not assert independent reproduction. ### MorphMark Relative Drop: 1.52. Result ID: 69971d7b5698665ec46b914a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Delete"}. This record does not assert independent reproduction. ### VLA-Mark Relative Drop: 1.71. Result ID: 69971d7b5698665ec46b9150. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Delete"}. This record does not assert independent reproduction. ### IE Relative Drop: 1.76. Result ID: 69971d7b5698665ec46b9144. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Delete"}. This record does not assert independent reproduction. ### VLA-Mark Relative Drop: 1.82. Result ID: 69971d7b5698665ec46b914f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Insert"}. This record does not assert independent reproduction. ### IE Relative Drop: 1.86. Result ID: 69971d7b5698665ec46b9146. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Translate"}. This record does not assert independent reproduction. ### IE Relative Drop: 1.96. Result ID: 69971d7b5698665ec46b9143. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Insert"}. This record does not assert independent reproduction. ### MorphMark Relative Drop: 2.08. Result ID: 69971d7b5698665ec46b914b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Synonym"}. This record does not assert independent reproduction. ### MorphMark Relative Drop: 2.95. Result ID: 69971d7b5698665ec46b914c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Translate"}. This record does not assert independent reproduction. ### VLA-Mark Relative Drop: 3.34. Result ID: 69971d7b5698665ec46b9151. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Synonym"}. This record does not assert independent reproduction. ### IE Relative Drop: 3.55. Result ID: 69971d7b5698665ec46b9145. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Synonym"}. This record does not assert independent reproduction. ### VLA-Mark Relative Drop: 4.13. Result ID: 69971d7b5698665ec46b9152. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Translate"}. This record does not assert independent reproduction. ### SynthID Relative Drop: 6.66. Result ID: 69971d7b5698665ec46b913d. [Reporting paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Insert"}. This record does not assert independent reproduction. ### SynthID Relative Drop: 6.97. Result ID: 69971d7b5698665ec46b913e. [Reporting paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Delete"}. This record does not assert independent reproduction. ### SynthID Relative Drop: 9.06. Result ID: 69971d7b5698665ec46b913f. [Reporting paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Synonym"}. This record does not assert independent reproduction. ### SynthID Relative Drop: 10.46. Result ID: 69971d7b5698665ec46b9140. [Reporting paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Translate"}. This record does not assert independent reproduction. ### AGMark Relative Drop: 11.28. Result ID: 69971d7b5698665ec46b9159. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Paraphrase"}. This record does not assert independent reproduction. ### KGW Relative Drop: 11.84. Result ID: 69971d7b5698665ec46b913b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Paraphrase"}. This record does not assert independent reproduction. ### IE Relative Drop: 13.25. Result ID: 69971d7b5698665ec46b9147. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Paraphrase"}. This record does not assert independent reproduction. ### MorphMark Relative Drop: 16.46. Result ID: 69971d7b5698665ec46b914d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Paraphrase"}. This record does not assert independent reproduction. ### VLA-Mark Relative Drop: 26.36. Result ID: 69971d7b5698665ec46b9153. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Paraphrase"}. This record does not assert independent reproduction. ### SynthID Relative Drop: 36.32. Result ID: 69971d7b5698665ec46b9141. [Reporting paper]() Recorded evaluation configuration: {"Adversarial Attack Type":"Paraphrase"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.