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Diffusion-based image editing's impressive flexibility comes with fundamental trade-offs: crank up the edit strength and you'll inevitably bleed changes into unintended regions, even with the best inversion techniques.
Diffusion-based image editing can effectively erase robust watermarks, turning them into random noise even when those watermarks were designed to survive conventional distortions.
Diffusion models can completely obliterate even the most robust invisible watermarks, rendering them useless for protecting against generative model-based image manipulation.