ShapeEmbed is a self-supervised method using Euclidean distance matrices to encode the shape of objects in 2D images in a way that is robust to shape-preserving geometric transformations

A universal method to evaluate and optimize any imaging system using only noisy measurements of unknown objects, enabling efficient design optimization and evaluation of real systems where traditional approaches cannot be applied.