In this study, we evaluate three protection tools—Mist, Glaze, and Anti-Dreambooth—against various robust mimicry methods to determine their effectiveness at preserving artists' styles.
Our experimental setup involved analyzing scenarios where protection tools combine with mimicry methods, focusing on images from ten selected artists to maximize diversity in styles.
We confirmed our style mimicry techniques successfully replicate unprotected art through extensive user studies, establishing a benchmark for evaluating protections like Glaze and Mist.
Among the five historical and contemporary artists evaluated, our results highlight significant differences in the effectiveness of glaze finetuning compared to other mimicry methods, showing varied interactions.
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