ResearchBenchmarksKnowledge-based Image Editing on User Study Knowledge-intensive editing tasksKnowledge-based Image Editing on User Study Knowledge-intensive editing tasksFollow3.712Editing QualityCogniEdit2.993363.179933.36653.55307Dec 15, 2025Evaluation resultsMethodMethodLinksEditing QualityInstruction AdherenceConsistencyOverall ScoreCogniEdit2025.123.7123.4873.6033.465GPT-4o2025.123.1843.453.0593.503Gemini 22025.123.0213.3872.8683.215