IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Improving the Stability and Efficiency of Diffusion Models for Content Consistent Super-Resolution.
Lingchen Sun, Rongyuan Wu, Jie Liang, Zhengqiang Zhang, Hongwei Yong, Lei Zhang
Published: 202510.1109/TIP.2025.3640863
Abstract
The generative priors of pre-trained latent diffusion models (DMs) have demonstrated great potential to enhance the visual quality of image super-resolution (SR) results. However, the noise sampling process in DMs introduces randomness in the SR outp…
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