This constrains the Original latent and encourages the early denoising trajectory to steer from reproducing memorized patterns.
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We Appraise the computational overhead of our process towards baseline types in Table 2, like BE chen2025exploring, PRSS chen2025enhancing, and hanadjusting. All procedures are as opposed versus the vanilla Secure Diffusion v1.four, whose regular inference time 2.06 is utilized to compute the for every-strategy overhead. As described in Part 4, our method maintains computational efficiency when it comes to both equally wall-clock time and FLOPs. BE and PRSS exhibit similar performance with minimal overhead. Having said that, the for each-sample mitigation variant of hanadjusting exhibits considerably greater overhead than other methods as a result of its optimization-primarily based sounds initialization technique, which incurs added computational charges that differ throughout situations.
Initialization via Frequency Decomposition. Drawing inspiration from the latest works demonstrating that initialization influences memorization conduct hanadjusting; wu2024freeinit, we undertake a frequency decomposed initialization system that blends the minimal-frequency parts of the reference impression with superior-frequency Gaussian sounds.
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Figure three: Figuring out the optimal injection area for semantic editing. (Remaining) Common CLIP rating evolution across diffusion timesteps for all the sdv1-five hundred memorized dataset. The injection location is bounded with the higher limit, where by the CLIP score exceeds the normal (indicating strong semantic articles), and the decreased Restrict before the sharp drop in the rate of improve.
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