By applying ideas from level set methods, we can represent topologically changing scenes with NeRFs. HyperNeRF handles topological variations by modeling a family of shapes in a higher-dimensional space, thereby producing more realistic renderings and more accurate geometric reconstructions. This paper was published at SIGGRAPH Asia 2021.