LucidFlux is a research project from W2GenAI-Lab that applies a large-scale diffusion transformer to photo-realistic image restoration without requiring captions. The method targets general image-to-image restoration tasks using deep generative modeling. Models are publicly available on Hugging Face and the work was accepted to ICLR 2026.