Depth-to-RGB: Repurposing a Frozen Depth Estimator for Geometry-Guided Compositing

Reference-based object compositing inserts or replaces an object using a background image, a reference image, and a 2D compositing mask. These inputs guide appearance and placement but leave the completed scene's geometry implicit, which can distort object structure or alter the surroundings.