Evaluating image segmentation algorithms using monotonic hulls in fitness/cost spaceMark Everingham, Henk Muller, Barry Thomas, Evaluating image segmentation algorithms using monotonic hulls in fitness/cost space. Proceedings of the 12th British Machine Vision Conference (BMVC2001). Tim Cootes, Chris Taylor, (eds.), pp. 363–372. September 2001. PDF, 150 Kbytes.
Image segmentation is the first stage of processing in many practical computer vision systems. While development of particular segmentation algorithms has attracted considerable research interest, relatively little work has been published on the subject of their evaluation. In this paper we propose a framework for quantitative evaluation of segmentation algorithms which we believe addresses shortcomings of previous approaches, and use this framework to compare several state-of-the-art algorithms.