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Title: 3D freeform surfaces from planar sketches using neural networks
Authors: Khan, U
Terchi, A
Lim, S
Wright, D
Qin, S F
Keywords: Neural networks;Freeform surfaces;Sketch-based interfaces
Issue Date: 2006
Publisher: Springer
Citation: The 13th International Conference on Neural Information Processing, Hong Kong, 3-6 October 2006. pp. 651-660
Abstract: A novel intelligent approach into 3D freeform surface reconstruction from planar sketches is proposed. A multilayer perceptron (MLP) neural network is employed to induce 3D freeform surfaces from planar freehand curves. Planar curves were used to represent the boundaries of a freeform surface patch. The curves were varied iteratively and sampled to produce training data to train and test the neural network. The obtained results demonstrate that the network successfully learned the inverse-projection map and correctly inferred the respective surfaces from fresh curves.
Appears in Collections:Design
Dept of Design Research Papers

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