Noise-Free One-Step LoRA for Task-Driven Image Restoration with Diffusion Priors

Jaeha Kim, Kyoung Mu Lee

Degraded images not only reduce visual quality but also impair downstream high-level vision tasks. Task-driven image restoration (TDIR) addresses this issue by jointly optimizing r…