Fix blurry, noisy, and low-resolution images by instructing diffusion model with with AutoDIR
Fix blurry, noisy, and low-resolution images by instructing diffusion model with with AutoDIR
AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion
arXiv paper abstract https://arxiv.org/abs/2310.10123
arXiv PDF paper https://arxiv.org/pdf/2310.10123.pdf
... aim to solve complex real-world image restoration situations, in which, one image may have a variety of unknown degradations.
... propose an all-in-one image restoration framework with latent diffusion (AutoDIR), which can automatically detect and address multiple unknown degradations.
... framework first utilizes a Blind Image Quality Assessment Module (BIQA) to automatically detect and identify the unknown dominant image degradation type of the image.
Then, an All-in-One Image Editing (AIR) Module handles multiple kinds of degradation image restoration with the guidance of BIQA.
Finally, a Structure Correction Module (SCM) is proposed to recover the image details distorted by AIR.
... AutoDIR outperforms state-of-the-art approaches by achieving superior restoration results while supporting a wider range of tasks ...
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