Learning Pose Image Manifolds Using Geometry-Preserving GANs and Elasticae

Shenyuan Liang, Pavan Turaga, Anuj Srivastava

This paper investigates the challenge of learning image manifolds, specifically pose manifolds, of 3D objects using limited training data. It proposes a DNN approach to manifold le…