ETH Zurich & University of Zurich · Image Restoration

Thera

Arbitrary-scale super-resolution method using neural heat fields with built-in physical observation model that guarantees alias-free output through principled anti-aliasing by design. Achieves state-of-the-art performance via pixel-wise local neural fields parameterized by a hypernetwork with frequency-dependent thermal activations.