SIMstack: A Generative Shape and Instance Model for Unordered Object Stacks

We propose SIMstack, a novel method to predict 3D shape and class-agnostic instances for multiple convex stacked objects from a single depth view. SIMstack reconstructs visible regions with high precision while generating shape and instance proposals in occluded regions.