Shape-Bayes: Bayesian Inference of Structured Shapes under Visual Ambiguity

Perceiving structured shapes, such as human faces, from pixels is an inherently ambiguous task in real-world conditions. Yet, shape inference is largely posed as a deterministic regression task predicting fixed spatial coordinates.