Using Growing Cell Structures for Surface Reconstruction

@inproceedings{Ivrissimtzis2003UsingGC,
  title={Using Growing Cell Structures for Surface Reconstruction},
  author={Ioannis P. Ivrissimtzis and Won-Ki Jeong and Hans-Peter Seidel},
  booktitle={Shape Modeling International},
  year={2003}
}
We study the use of neural network algorithms in surface reconstruction from an unorganized point cloud, and meshing of an implicit surface. We found that for such applications, the most suitable type of neural networks is a modified version of the Growing Cell Structure we propose here. The algorithm works by sampling randomly a target space, usually a point cloud or an implicit surface, and adjusting accordingly the neural network. The adjustment includes the connectivity of the network… CONTINUE READING
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