Learning neural implicit representations with surface signal parameterizations

Yanran Guan, Andrei Chubarau, Ruby Rao, Derek Nowrouzezahrai

Abstract: Highlights•Learn neural representations of both objects’ surfaces and surface parameterizations.•Extend the capability of neural implicit surfaces to enable texture mapping.•Overfit compact networks to objects as efficient weight-encoded representations.