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• W3193629145 abstract "Generating an interpretable and compact representation of 3D shapes from point clouds is an important and challenging problem. This paper presents CSG-Stump Net, an unsupervised end-to-end network for learning shapes from point clouds and discovering the underlying constituent modeling primitives and operations as well. At the core is a three-level structure called CSG-Stump, consisting of a complement layer at the bottom, an intersection layer in the middle, and a union layer at the top. CSG-Stump is proven to be equivalent to CSG in terms of representation, therefore inheriting the interpretable, compact and editable nature of CSG while freeing from CSG’s complex tree structures. Particularly, the CSG-Stump has a simple and regular structure, allowing neural networks to give outputs of a constant dimensionality, which makes itself deep-learning friendly. Due to these characteristics of CSG-Stump, CSG-Stump Net achieves superior results compared to previous CSG-based methods and generates much more appealing shapes, as confirmed by extensive experiments." @default.
• W3193629145 created "2021-08-30" @default.
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• W3193629145 date "2021-10-01" @default.
• W3193629145 modified "2023-09-25" @default.
• W3193629145 title "CSG-Stump: A Learning Friendly CSG-Like Representation for Interpretable Shape Parsing" @default.
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• W3193629145 doi "https://doi.org/10.1109/iccv48922.2021.01225" @default.
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