Spectral Bottleneck in Sinusoidal Representation Networks: Noise is All You Need

Hemanth Chandravamsi, Dhanush V. Shenoy, Itay Zinn +3

This work identifies and attempts to address a fundamental limitation of implicit neural representations with sinusoidal activation. The fitting error of SIRENs is highly sensitive…