Third, CAPTAIN needs a FAISS index to estimate the novelty of the retrieved image; when we will deliver one particular for Secure Diffusion, a new index have to be constructed when making use of the strategy to other designs experienced on unique datasets. Lastly, While computationally light-weight, CAPTAIN introduces excess functions such as frequency decomposition and CLIP-primarily based timestep range.
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We provide extra qualitative results in fig.˜seven and fig.˜eight, together with the corresponding prompts mentioned in table˜three. Table˜3 also includes the prompts Employed in fig.˜5 of the key paper. As proven from the figures, our solution achieves structural alterations even though retaining strong semantic alignment, a residence that procedures like BE chen2025exploring often battle with. PRSS chen2025enhancing performs superior During this regard but can deviate within the meant prompt a result of the semantic prompt substitute. hanadjusting can also induce structural alterations by way of its initialization method, which aligns with our frequency-decomposed sounds initialization, letting early latent actions to include external structural bias before memorization happens.
b : engaged in a very profession that involves academic Discovering as preparation The professional Center class … attains its situation through instructional credentials in lieu of inheritance …—
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We released CAPTAIN, a schooling-no cost framework for mitigating memorization in text-to-picture diffusion designs. Unlike prior inference-time techniques that count on manipulating CFG energy or perturbing prompt embeddings, CAPTAIN operates right inside the latent space. Our frequency-dependent noise initialization reduces the tendency to breed memorized patterns in early denoising actions, whilst our temporal–spatial localization tactic identifies helpful timesteps and regions for intervention.
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In each pair, the remaining image demonstrates the memorized instruction illustration, though the correct graphic exhibits the corresponding mitigated consequence generated by our solution.
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