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Paper · arXiv

FlashReFocus: Interactive Image Refocusing in Seconds

Single-image refocusing changes the focal plane and depth of field of a photograph after capture. It is inherently interactive: users try many focal points and blur strengths on one image, so each edit should be fast and change only the blur. Recent generative methods, however, rerun large diffusion models for every edit. We observe that the two sub-problems differ in kind: recovering the all-in-focus image is ill-posed and needs a generative prior, whereas rendering blur is largely determined by depth and the focal plane. We therefore propose FlashReFocus, which runs diffusion once per photograph and renders every edit with a lightweight network. To address the ill-posed restoration, a o...

AuthorsChing-Heng Cheng, Chia-Ming Lee, Ming-Ching Chang et al.
Primary categorycs.CV
Published16 October 2026
Last updated at source16 October 2026
cs.CVcs.AIeess.IV
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