3D-Fixup: Advancing Photo Editing with 3D Priors
Yen-Chi Cheng, Krishna Kumar Singh, Jae Shin Yoon, Alexander Gerhard Schwing, Liang-Yan Gui, Matheus Gadelha, Paul Guerrero, Nanxuan Zhao · 2025
solely on a single trained model to infer transformations between source and target frames, we incorporate 3D guidance from an Image-to-3D model, which bridges this challenging task by explicitly projecting 2D information into 3D space.We design a data generation pipeline to ensure high-quality 3D guidance throughout training.Results show that by integrating these 3D priors, 3D-Fixup effectively supports complex, identity coherent 3Daware edits, achieving high-quality results and advancing the application of diffusion models in realistic image manipulation.The code is provided at https://3dfixup.github.io/.