SASNet: Spatially-Adaptive Sinusoidal Networks for INRs
A spatially-adaptive sinusoidal network for implicit neural representations. A frozen frequency embedding fixes the frequency support while jointly learned spatial masks localize each neuron, giving sharper edges, less background noise, and faster convergence on images, volumes, and SDFs.
Jun 1, 2026
