A Response to Glaze Purification via IMPRESS
CoRR(2023)
摘要
Recent work proposed a new mechanism to remove protective perturbation added
by Glaze in order to again enable mimicry of art styles from images protected
by Glaze. Despite promising results shown in the original paper, our own tests
with the authors' code demonstrated several limitations of the proposed
purification approach. The main limitations are 1) purification has a limited
effect when tested on artists that are not well-known historical artists
already embedded in original training data, 2) problems in evaluation metrics,
and 3) collateral damage on mimicry result for clean images. We believe these
limitations should be carefully considered in order to understand real world
usability of the purification attack.
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