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Non-associative higher-order markov networks for point cloud classification

Najafi, Mohammad; Taghavi Namin, Sarah; Salzmann, Mathieu; Petersson, Lars


In this paper, we introduce a non-associative higher-order graphical model to tackle the problem of semantic labeling of 3D point clouds. For this task, existing higher-order models overlook the relationships between the different classes and simply encourage the nodes in the cliques to have consistent labelings. We address this issue by devising a set of non-associative context patterns that describe higher-order geometric relationships between different class labels within the cliques. To...[Show more]

CollectionsANU Research Publications
Date published: 2014
Type: Conference paper
Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
DOI: 10.1007/978-3-319-10602-1_33


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