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This paper proposes a novel range image segmentation method. Taking the peak area of the surface as the seed, we apply the region growing to exactly locate the edge according to the characteristics of the principal curvatures and its directions. We apply the edge detection technology to the region growth rules, so the boundary localization is precise. To obtain more stable edge information, a multi-scale...