The deficiency of original image transition region theory and its origin we
re analyzed. Based on the directional property of neighborhood pixels in th
e transition region, one-dimensional linear regression process was introduc
ed to eliminate the influence of random fluctuations in local image regions
. The practical results show that the robustness and the accuracy of new al
gorithm could be improved greatly.