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• W428709370 abstract "Electron Microscopy (EM) image (or volume) segmentation has become significantly important in recent years as an instrument for connectomics. This paper proposes a novel agglomerative framework for EM segmentation. In particular, given an over-segmented image or volume, we propose a novel framework for accurately clustering regions of the same neuron. Unlike existing agglomerative methods, the proposed context-aware algorithm divides superpixels (over-segmented regions) of different biological entities into different subsets and agglomerates them separately. In addition, this paper describes a delayed scheme for agglomerative clustering that postpones some of the merge decisions, pertaining to newly formed bodies, in order to generate a more confident boundary prediction. We report significant improvements attained by the proposed approach in segmentation accuracy over existing standard methods on 2D and 3D datasets." @default.
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• W428709370 date "2015-05-27" @default.
• W428709370 modified "2023-10-18" @default.
• W428709370 title "A Context-Aware Delayed Agglomeration Framework for Electron Microscopy Segmentation" @default.
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• W428709370 doi "https://doi.org/10.1371/journal.pone.0125825" @default.
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