Automatic creation and application of texture patterns to 3D polygon maps

Textured polygon meshes are becoming more and more important for robotic applications. In this paper we present an approach to automatically extract textures from colored 3D point cloud data and apply them to a polygonal reconstruction of the scene. The extracted textures are analyzed for existing patters and reused if several instances appear. Emphasis of this work is on minimizing the number of used pixels while maintaining a realistic impression of the scanned environment.

[1]  Andrew W. Fitzgibbon,et al.  KinectFusion: real-time dynamic 3D surface reconstruction and interaction , 2011, SIGGRAPH '11.

[2]  B. S. Manjunath,et al.  Texture Features for Browsing and Retrieval of Image Data , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  Richard D. Keane,et al.  Theory of cross-correlation analysis of PIV images , 1992 .

[4]  Michael M. Kazhdan,et al.  Poisson surface reconstruction , 2006, SGP '06.

[5]  David G. Lowe,et al.  Fast Approximate Nearest Neighbors with Automatic Algorithm Configuration , 2009, VISAPP.

[6]  Radu Bogdan Rusu,et al.  3D is here: Point Cloud Library (PCL) , 2011, 2011 IEEE International Conference on Robotics and Automation.

[7]  Hong Yi,et al.  A survey of the marching cubes algorithm , 2006, Comput. Graph..

[8]  Joachim Hertzberg,et al.  A Toolkit for Automatic Generation of Polygonal Maps - Las Vegas Reconstruction , 2012, ROBOTIK.

[9]  Ramin Zabih,et al.  Comparing images using color coherence vectors , 1997, MULTIMEDIA '96.

[10]  Ying Liu,et al.  A survey of content-based image retrieval with high-level semantics , 2007, Pattern Recognit..

[11]  Maria Petrou,et al.  Image processing - dealing with texture , 2020 .

[12]  John J. Leonard,et al.  Kintinuous: Spatially Extended KinectFusion , 2012, AAAI 2012.

[13]  Joachim Hertzberg,et al.  Automatic Map Creation For Environment Modelling In Robotic Simulators , 2013, ECMS.

[14]  Sunghee Choi,et al.  The power crust , 2001, SMA '01.

[15]  William E. Lorensen,et al.  Marching cubes: A high resolution 3D surface construction algorithm , 1987, SIGGRAPH.

[16]  Olivier Devillers,et al.  The Delaunay Hierarchy , 2002, Int. J. Found. Comput. Sci..