Author

Shuai Liu

h-index 8 View on Semantic Scholar

We have 2 of 19 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Oct 2026

HarnessIR: Harnessing Multimodal Foundation Models for Universal Real-World Image Restoration

Real-world low-quality images suffer from complex mixed degradations, including but not limited to noise, blur, atmospheric effects, etc. Recent agentic methods usually model real-world image restoration (Real-IR) as a sequential tool calling problem over task-specific single-degradation restoration models. This paradi...

Xiang-Tao Kong, Shuai Liu, Rong-Yuan Wu et al. · 0 citations

Preprint Aug 2026

PixRestore: Unified Image Restoration via Pixel Diffusion Transformer

PixRestore is presented, a VAE-free pixel-space Diffusion Transformer (DiT) for UIR, where the diffusion backbone is trained entirely from scratch, without relying on T2I pretraining.

Ling-Chen Sun, Rong-Yuan Wu, Xiang-Tao Kong et al. · 2 citations