Differt, Dario: Holistic methods for visual navigation of mobile robots in outdoor environments. 2017
Inhalt
- Abstract
- Acknowledgements
- Table of Symbols
- Introduction
- Autonomous Navigation
- Visual Navigation
- Visual Localization
- Visual Homing
- Route Following
- Visual Compass
- Biologically Inspired Visual Navigation
- Omnidirectional Camera Sensors
- Outline
- Multispectral Skyline Extraction
- Introduction
- Navigational Abilities of Social Insects
- Skyline as Landmark Cue
- Perception of Light
- Global and Local Classification Methods
- Related Work
- Contributions
- Materials and Methods
- Experimental Setup
- Calibration
- Data Collection
- HDR Imaging
- Creation of Data Samples
- Data Visualization
- Classification Rate
- Data Classification
- Overview: Tested Separation Techniques
- Results
- Collected Data
- Global Separation Techniques
- Local Separation Techniques
- Comparison between Global and Local Separation Techniques
- Statistical Tests
- Records of Ground Objects
- Panoramic Images
- Discussion
- Future Work
- Conclusion
- Spherical Harmonics: Theory & Software Implementation
- Introduction
- Motivation
- Rotation Group SO(3)
- Fourier-Transform and Spectra
- Fourier Analysis on SO(3)
- Wigner-D matrices
- Clebsch-Gordan Matrices
- Spherical Harmonics
- Alternative Formulation of Spherical Harmonics
- Point-Wise Products
- Real Spherical Harmonics
- Rotations
- Translations
- Distance Measures for Spherical Harmonics
- Implementation Details
- Further Improvements
- Localization
- Introduction
- Experimental Setups
- Method
- Results
- Precision versus Recall Plots
- City Dataset with Tilt Variation
- BMX Track Dataset
- Disposal Site Dataset
- Tilt-Invariance versus Sequence Length
- Comparison of the Amplitude Spectrum and Bispectrum
- Discussion
- Conclusion
- Holistic Visual 3D Compass
- Introduction
- Visual 3D Compass
- Exhaustive Search
- Rotation Parameterization
- Fast Z/Y-Axis Rotations
- Coarse-to-Fine Search
- Global Illumination Invariance
- Linearization of the Compass Search
- Search Spaces
- Parameter Sets
- Experiments
- Vanishing Points, Optical Flow, and Feature-Based Methods
- Results
- Single-Database Tests
- Cross-Database Tests
- Influence of Camera Translation
- Feature-Based Methods on Raw Images
- Discussion
- Conclusion
- 3D-Warping
- Introduction
- Introduction to Warping
- 3D-Warping
- Experiments
- Parameter Sets
- Results
- Discussion
- Conclusion
- Overall Summary, Discussion, and Future Work
- Summary
- Discussion
- Alternative Approaches for Skyline Extraction
- Biological Plausibility
- How Low Can You Go?
- A Special Case: Movement in the Plane
- Future Work
- Conclusion
- Proofs
- Calculation Rules for Direct Sums and Kronecker Products
- Clebsch-Gordan Matrix Ordering
- Real Point-Wise Product
- Symmetry Theorem
- Rotation Theorems
- Translations
- Bispectrum for Real Spherical Harmonics
- UVG: Details
- Spherical Harmonics & Applications
- Full-Spherical Panoramic Image Databases
