An evolutionary approach to the extraction of object construction trees from 3D point clouds |
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Affiliation: | 1. Nanjing University of Aeronautics and Astronautics, Nanjing, China;2. Beijing Spacecrafts, Beijing, China;3. Chengdu Aircraft Industrial (Group) Co. LTD., Chengdu, China |
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Abstract: | In order to extract a construction tree from a finite set of points sampled on the surface of an object, we present an evolutionary algorithm that evolves set-theoretic expressions made of primitives fitted to the input point-set and modeling operations. To keep relatively simple trees, we use a penalty term in the objective function optimized by the evolutionary algorithm. We show with experiments successes but also limitations of this approach. |
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Keywords: | Shape modeling Genetic programming Fitting Reverse engineering Construction tree Function Representation |
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