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On Manipulating Scene Text in the Wild with Diffusion Models. (arXiv:2311.00734v1 [cs.CV])
cs.CV updates on arXiv.org arxiv.org
Diffusion models have gained attention for image editing yielding impressive
results in text-to-image tasks. On the downside, one might notice that
generated images of stable diffusion models suffer from deteriorated details.
This pitfall impacts image editing tasks that require information preservation
e.g., scene text editing. As a desired result, the model must show the
capability to replace the text on the source image to the target text while
preserving the details e.g., color, font size, and background. To leverage the …
arxiv attention diffusion diffusion models editing generated image images impacts information preservation stable diffusion stable diffusion models tasks text text-to-image