There is described an apparatus and method for recovering a contour of a bone from an input image of the bone with its surrounding tissues. The method comprises receiving the input image; applying in parallel at least three image processing functions to the input image to obtain at least three resulting images indicative of respective features of the input image, at least one of the at least three image processing functions pertaining to a spatial domain, and at least another one of the at least three image processing functions pertaining to a frequency domain; combining the at least three resulting images together to form a compounded image, the compounded image identifying at least two regions based on the respective features; identifying the contour of the bone based on the at least two regions of the compounded image; and outputting an output image for display, the output image comprising the contour identified.