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Guided Image Synthesis via Initial Image Editing in Diffusion Model. (arXiv:2305.03382v1 [cs.CV])
cs.CV updates on arXiv.org arxiv.org
Diffusion models have the ability to generate high quality images by
denoising pure Gaussian noise images. While previous research has primarily
focused on improving the control of image generation through adjusting the
denoising process, we propose a novel direction of manipulating the initial
noise to control the generated image. Through experiments on stable diffusion,
we show that blocks of pixels in the initial latent images have a preference
for generating specific content, and that modifying these blocks can
significantly influence …
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