Early nd intermediate vision algorithms, such as smoothing and discontinuity detection, re often implemented on general-purpose serial, and, more recently, parallel computers. The excessive time required by these general-purpose computers prevents real-time computation of these vision algorithms. Special-purpose hardware implementations of low-level vision algorithms may be needed to achieve real-time processing.