A media edge detection method and apparatus for hard copy apparatus uses a scanning-carriage-based optical sensor. Scan reflectance data from the print medium and the platen is compared to calculated shaped data to get a cumulative error. Recursively converging the data to a best fit, the shaped data reflective transition point is substituted as a true edge position.