Twinner: Shining Light on Digital Twins in a Few Snaps

Figure 1 . We present Twinner, the first large reconstruction model capable of predicting a scene's illumination as well as an object's geometry and material properties from a few posed images. This enables tasks such as realistic relighting of objects in novel scenes in a few seconds by replacing costly per-scene optimizations with a single forward pass.