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rmathbf x _ r is then injected in the spatially localized area defined via the mask mathbf m , developing the modified latent:
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In contrast, inference-time techniques aim to detect or suppress memorization without modifying product parameters chen2024towards; jain2025classifier; hintersdorf2024finding; chen2025exploring; ren2024unveiling, presenting an economical choice.
Initialization via Frequency Decomposition. Drawing inspiration from latest works demonstrating that initialization influences memorization habits hanadjusting; wu2024freeinit, we adopt a frequency decomposed initialization technique that blends the very low-frequency components of the reference impression with high-frequency Gaussian noise.
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Figure 3: Pinpointing the best injection region for semantic editing. (Remaining) Common CLIP rating evolution throughout diffusion timesteps for every one of the sdv1-five hundred memorized dataset. The injection area is bounded from the higher Restrict, wherever the CLIP score exceeds the normal (indicating strong semantic content material), and the decreased Restrict before the sharp fall in the speed of modify.
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