This method lets you edit one image of an object and automatically propagate those changes—including major shape changes—consistently across all other camera angles without retraining.
GeM-NR enables consistent editing of multi-view images when geometry changes dramatically—like reshaping objects or altering scene structure. Unlike prior methods that only handle appearance changes, it works with any image editor (FLUX, Qwen, BrushNet) by aligning 3D geometry between edited and unedited views, then intelligently projecting and refining edits across viewpoints.