other

Patent

• Image Restoration Method and System Based on One-Step Diffusion Model and Multimodal CFG
  Chinese invention patent application, application no. 202510829391.6, filed on June 20, 2025.
  Applicant: Shanghai Jiao Tong University. Inventors: Jue Gong, Yulun Zhang, Linghe Kong, Xiaokang Yang.
  Application notice PDF

Code and Resources

• LCUDiff: arXiv

  Code

• HAODiff: arXiv

  Code

• OSDHuman / PERSONA: arXiv

  Code

• OSDFace: arXiv

  Code

• SODiff: arXiv

  Code

Services

• Reviewer, International Conference on Machine Learning (ICML), 2026
• Reviewer, Visual Intelligence, 2025-2026

Research Themes

• Faithful human-centric image restoration
• Efficient diffusion and one-step generation
• Degradation-aware restoration pipelines
• Benchmarks and datasets for practical restoration