Edge Detection

Theory

Edges represent significant intensity transitions and define object boundaries.

  1. Sobel Operator - First-derivative gradient-based operator.
  2. Prewitt Operator - Similar to Sobel but uses uniform kernel weights.
  3. Laplacian Operator - Second-order derivative highlighting rapid intensity changes.
  4. Canny Edge Detector - Multi-stage optimal edge detector involving smoothing, gradient computation, nonmaximum suppression, and hysteresis thresholding.