Editing appearance, geometry, lighting with precision is easy with a 3D scene representation. But it's so much more difficult with just an image or photograph. Enter IntrinsicEdit: Precise generative image manipulation in intrinsic space (SIGGRAPH 2025)! intrinsic-edit.github.io