Image smoothing
= Image smoothing
<Image smoothing> suppresses rapid fluctuations attributed to noise. Linear <heat equation> <image smoothing> attenuates Fourier frequencies by $e^{-t|\xi|^2}$ but also blurs <image edges>. Nonlinear filtering uses <image signal> geometry to distinguish fluctuations from meaningful transitions.