Conv Based Noise Reduction

  • Noise is high frequency component, suppress via low-pass filters
  • Ideal low-pass filter
  • multiply with box filter in frequency domain
  • convolution with sinc in spatial domain (impractical: infinite extent)
  • Spatially narrow (wide) filter has wide (narrow) spectrum and low (high) smoothing effect