Seeing a Rose in Five Thousand Ways

One Training Image Object Intrinsics Albedo Shape "5000" Generated Roses Figure 1. From a single image, our model learns to infer object intrinsics-the distributions of the geometry, texture, and material of object instances within the image. The model can then generate new instances of the object type, and it allows us to view the object under different poses and lighting conditions. Project