AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion

Understand

We present AutoDIR, an innovative all-in-one image restoration system incorporating latent diffusion.

• AutoDIR excels in its ability to automatically identify and restore images suffering from a range of unknown degradations.
• AutoDIR offers intuitive open-vocabulary image editing, empowering users to customize and enhance images according to their preferences.
• Specifically, AutoDIR consists of two key stages: a Blind Image Quality Assessment (BIQA) stage based on a semantic-agnostic vision-language model which automatically detects unknown image degradations for input images, an All-in-One Image Restoration (AIR) stage utilizes structural-corrected latent diffusion which handles multiple types of image degradations.