HOSC: A Periodic Activation with Saturation Control for High-Fidelity Implicit Neural Representations

Michal Jan Wlodarczyk, Danzel Serrano, Przemyslaw Musialski

Periodic activations such as sine preserve high-frequency information in implicit neural representations (INRs) through their oscillatory structure, but often suffer from gradient…