Vierjahn, Thomas: Online surface reconstruction from unorganized point clouds with integrated texture mapping. 2015
Content
- Preface
- Introduction
- Fundamental Artificial Neural Networks
- History and Taxonomy
- The Basic Reconstruction Algorithm
- SOM
- NG with Subsequent Chl
- Topology Representing Network
- GCS
- GNG
- Growing Self-Reconstruction Map
- GCS Learn Progressive Meshes
- Progressive Meshes
- Problem Statement
- An Intuitive Approach
- Split Tree
- The Optimized Approach
- Simulated Reversal
- Implicit Bounding Volume Hierarchy
- Results
- Discussion
- Surface-Reconstructing Growing Neural Gas
- Analysis of Prior Art
- Requirements and Features
- The sGng Reconstruction Algorithm
- Boundary Fitting
- Topology: Create Edges, Triangles
- Topology: Delete Edges, Triangles
- Density: Add, Delete Vertices
- Examples for Sgng Learning
- Implementation Details
- Experiments and Results
- Discussion
- Learning the Texture Assignment
- Problem Statement
- Learning Vertex Colors and Texture Coordinates
- Assigning Suitable Textures
- Results
- Discussion
- Conclusion and Future Work