This paper fine-tunes ControlNet on a frozen Stable Diffusion prior using a self-regularization objective that conditions on both the degraded input and a DDIM-estimated clean version, improving perceptual quality and enabling text-guided colorization.
High-resolution image synthesis with latent diffusion models,
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Restoring Real-World Images with an Internal Detail Enhancement Diffusion Model
This paper fine-tunes ControlNet on a frozen Stable Diffusion prior using a self-regularization objective that conditions on both the degraded input and a DDIM-estimated clean version, improving perceptual quality and enabling text-guided colorization.