Image Segmentation by Size-Dependent Single Linkage Clustering of a Watershed Basin Graph

May 01, 2015 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Aleksandar Zlateski, H. Sebastian Seung arXiv ID 1505.00249 Category cs.CV: Computer Vision Citations 48 Venue arXiv.org Last Checked 6 months ago
Abstract
We present a method for hierarchical image segmentation that defines a disaffinity graph on the image, over-segments it into watershed basins, defines a new graph on the basins, and then merges basins with a modified, size-dependent version of single linkage clustering. The quasilinear runtime of the method makes it suitable for segmenting large images. We illustrate the method on the challenging problem of segmenting 3D electron microscopic brain images.
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