← Search

Luoqian Jiang

2 accepted papers

2025

Restabilizing Diffusion Models with Predictive Noise Fusion Strategy for Image Super-Resolution

AAAI 2025technical

Diffusion models are prominent in image generation for producing detailed and realistic images from Gaussian noises. However, they often encounter instability issues in image restoration tasks, e.g., super-resolution. Existing methods typically rely on multiple runs to find an initial noise that pro…

2023

Downscaled Representation Matters: Improving Image Rescaling with Collaborative Downscaled Images

ICCV 2023poster

Deep networks have achieved great success in image rescaling (IR) task that seeks to learn the optimal downscaled representations, i.e., low-resolution (LR) images, to reconstruct the original high-resolution (HR) images. Compared with super-resolution methods that consider a fixed downscaling schem…

Cited by 13PDFcodeScholar