3 papers
cs.CV2026
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…
cs.CL2026
SERC: LDPC-Inspired Semantic Error Correction for Retrieval-Augmented Generation
Gyumin Kim, Juhwan Park, Jaeha Kim +3
While Large Language Models (LLMs) have demonstrated remarkable capabilities, their reliability is significantly compromised by hallucinations. Existing intrinsic self-correction m…
cs.CV2025
Exploiting Diffusion Prior for Task-driven Image Restoration
Jaeha Kim, Junghun Oh, Kyoung Mu Lee
Task-driven image restoration (TDIR) has recently emerged to address performance drops in high-level vision tasks caused by low-quality (LQ) inputs. Previous TDIR methods struggle…