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Performance Limit Of Image Segmentation Algorithms, Renbin Peng, Pramod Varshney
Performance Limit Of Image Segmentation Algorithms, Renbin Peng, Pramod Varshney
Electrical Engineering and Computer Science - Technical Reports
Image segmentation is a very important step in image analysis, and performance evaluation of segmentation algorithms plays a key role both in developing efficient algorithms and in selecting suitable methods for the given tasks. Although a number of publications have appeared on segmentation methodology and segmentation performance evaluation, little attention has been given to statistically bounding the performance of image segmentation algorithms. In this paper, a modified Cramér–Rao bound combined with the Affine bias model is employed to determine the performance limit of image segmentation algorithms. A fuzzy segmentation formulation is considered, of which hard segmentation is a special case. …