RefGC-SR² Recovers Fine-Grained Detail Lost in Reference-Guided Generation Pipelines

Reference-guided generation pipelines downsample high-resolution reference images to fixed low resolution before inference, discarding fine-grained detail before generation even begins. RefGC-SR² jointly addresses this resolution loss and generation artifacts (identity distortion) in a unified super-resolution and refinement framework operating in the high-resolution domain.