Hateful optical illusions generated with Stable Diffusion and ControlNet evade current moderation classifiers (best accuracy 0.245) and vision-language models (best accuracy 0.102), with simple image transformations substantially improving detection.
https://www.adl.org/resources/ hate-symbol/confederate-flag
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Hate in Plain Sight: On the Risks of Moderating AI-Generated Hateful Illusions
Hateful optical illusions generated with Stable Diffusion and ControlNet evade current moderation classifiers (best accuracy 0.245) and vision-language models (best accuracy 0.102), with simple image transformations substantially improving detection.