ColorFM: An Optimization-to-Learning Framework for Color Transfer via Flow Matching

Color transfer aims to align the color distribution of a source image with that of a reference image while preserving structural and semantic consistency. However, existing methods often suffer from inaccurate global mapping, semantic misalignment, and visual artifacts. To address these issues, we p...