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Within this initialization, the superior-frequency components of Tmathbf x _ T are drawn from your noise ϵepsilon, encouraging stochasticity. The small-frequency parts in the reference impression latent rmathbf x _ r introduce novel structural patterns. By decoupling wide spatial construction, which tends to generally be memorized, from semantics in the sound degree, we decrease the product’s reliance on memorized spatial priors all through early denoising measures.

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We Examine the computational overhead of our technique from baseline styles in Table two, together with BE chen2025exploring, PRSS chen2025enhancing, and hanadjusting. All strategies are as opposed against the vanilla Secure Diffusion v1.four, whose normal inference time 2.06 is utilized to compute the for every-system overhead. As described in Portion four, our solution maintains computational efficiency with regards to the two wall-clock time and FLOPs. BE and PRSS exhibit identical performance with negligible overhead. Having said that, the per-sample mitigation variant of hanadjusting exhibits appreciably increased overhead than other approaches on account of its optimization-centered sound initialization process, which incurs added computational charges that vary throughout cases.

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(ii) Timestep and spatial memorization localization. Our process operates specifically in the latent Place and introduces a timestep window localization approach that determines when attribute injection is simplest in the course of denoising and identifies the spatial locations that comprise memorized articles.

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By injecting semantically aligned characteristics from non-memorized reference visuals, CAPTAIN suppresses memorized material without sacrificing visual top quality or alignment with the conditioning prompt. Intensive experiments display that CAPTAIN achieves stronger memorization mitigation than current inference-time baselines though maintaining aggressive semantic fidelity.

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