A Case-Study of Inconsistent Surface Reconstruction in Recent Literature Resulting from Octree Rotation-Variance
dc.contributor.author | Hughes, David Meirion | en_US |
dc.contributor.author | Lim, Ik Soo | en_US |
dc.contributor.editor | Ik Soo Lim and David Duce | en_US |
dc.date.accessioned | 2014-01-31T19:58:15Z | |
dc.date.available | 2014-01-31T19:58:15Z | |
dc.date.issued | 2007 | en_US |
dc.description.abstract | We review the use of octree and PCA (Principle Component Analysis) in current literature and explore a leading piece of research, as a case study, to highlight how overlooking octree rotation-variance has resulted in inconsistent results. We provide a simple method using PCA to re-orientate an octree to the intrinsic-orientation defined by data variance. In our case-study we explore and provide a method for consistency within multi-scale CSRBFs (Compactly Supported Radial Basis Functions). By utilizing PCA we provide rotation-invariant multi-scale surface reconstructions. We show, by curvature analysis, that the original surface reconstruction method is variant to data orientation and that our approach results in rotation-invariant reconstructions. In addition we also provide a technique for more flexibility when choosing a CSRBF for use with multi-scale surface reconstruction. | en_US |
dc.description.seriesinformation | Theory and Practice of Computer Graphics | en_US |
dc.identifier.isbn | 978-3-905673-63-0 | en_US |
dc.identifier.uri | https://doi.org/10.2312/LocalChapterEvents/TPCG/TPCG07/195-199 | en_US |
dc.publisher | The Eurographics Association | en_US |
dc.subject | Categories and Subject Descriptors (according to ACM CCS): surface fitting, reconstruction, reliability, performance | en_US |
dc.title | A Case-Study of Inconsistent Surface Reconstruction in Recent Literature Resulting from Octree Rotation-Variance | en_US |
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