Lohit Anirudh Jagarapu

Enhancing Implicit Shape Generators Using Topological Regularizations

A fundamental problem in learning 3D shapes generative models is that when the generative model is simply fitted to the training data, the resulting synthetic 3D models can present various artifacts. Many of these artifacts are topological in nature, e.g., broken legs, unrealistic thin structures, a…