1. A spatial joint filter for noise reduction comprising: a first filter determining a first weighted average of support region pixel signals corresponding to an input signal using first weighting factors, each of said first weighting factors depending on said input signal and each of said support region pixel signals; and a second filter determining a second weighted sum of said input signal and said first weighted average using a second weighting factor that depends on an original signal variance and a noise variance.