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Vsevolod Skorokhodov

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Preprint Aug 2026

PixSDS: Why Latent SDS Makes Noisy Pixels

PixSDS is proposed, a lightweight VAE-consistent gradient repair method that decodes a latent SDS lookahead step and uses the decoded image as a clean direction for pixel-space optimization, reducing motion in VAE-inconsistent directions without retraining the diffusion model, changing the renderer, or replacing the SDS objective.

Vsevolod Skorokhodov · 0 citations