To address memorization in textual content-to-impression diffusion designs, we propose CAPTAIN, a schooling-free of charge framework that steers the denoising trajectory towards non-memorized outputs by injecting capabilities immediately in to the latent denoising system with frequency decomposed sound initialization.
rmathbf x _ r is then injected in to the spatially localized location defined with the mask mathbf m , making the modified latent:
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Figure three: Identifying the exceptional injection area for semantic enhancing. (Left) Regular CLIP rating evolution across diffusion timesteps for all the sdv1-500 memorized dataset. The injection location is bounded from the higher Restrict, in which the CLIP rating exceeds the average (indicating strong semantic information), and also the decreased Restrict ahead of the sharp drop in the rate of alter.
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